import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import scipy.stats as stats
from tqdm import tqdm
from sklearn.datasets import make_classification
from sklearn.ensemble import ExtraTreesClassifier
plt.style.use('fivethirtyeight')
sns.set(font_scale=1.5)
%config InlineBackend.figure_format = 'retina'
%matplotlib inline
conflicts=pd.read_csv('/Users/alexandra/Documents/GA_DSI/DSI5-lessons/projects/project-capstone/Armed_conflict_files/african_conflicts.csv', encoding="latin1",low_memory=False)
conflicts.head(3)
| ACTOR1 | ACTOR1_ID | ACTOR2 | ACTOR2_ID | ACTOR_DYAD_ID | ADMIN1 | ADMIN2 | ADMIN3 | ALLY_ACTOR_1 | ALLY_ACTOR_2 | ... | INTER1 | INTER2 | INTERACTION | LATITUDE | LOCATION | LONGITUDE | NOTES | SOURCE | TIME_PRECISION | YEAR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Police Forces of Algeria (1999-) | NaN | Civilians (Algeria) | NaN | NaN | Tizi Ouzou | Beni-Douala | NaN | NaN | Berber Ethnic Group (Algeria) | ... | 1 | 7 | 17 | 36.61954 | Beni Douala | 4.08282 | A Berber student was shot while in police cust... | Associated Press Online | 1 | 2001 |
| 1 | Rioters (Algeria) | NaN | Police Forces of Algeria (1999-) | NaN | NaN | Tizi Ouzou | Tizi Ouzou | NaN | Berber Ethnic Group (Algeria) | NaN | ... | 5 | 1 | 15 | 36.71183 | Tizi Ouzou | 4.04591 | Riots were reported in numerous villages in Ka... | Kabylie report | 1 | 2001 |
| 2 | Protesters (Algeria) | NaN | NaN | NaN | NaN | Bejaia | Amizour | NaN | Students (Algeria) | NaN | ... | 6 | 0 | 60 | 36.64022 | Amizour | 4.90131 | Students protested in the Amizour area. At lea... | Crisis Group | 1 | 2001 |
3 rows × 28 columns
conflicts.shape
(165808, 28)
list(conflicts)
['ACTOR1', 'ACTOR1_ID', 'ACTOR2', 'ACTOR2_ID', 'ACTOR_DYAD_ID', 'ADMIN1', 'ADMIN2', 'ADMIN3', 'ALLY_ACTOR_1', 'ALLY_ACTOR_2', 'COUNTRY', 'EVENT_DATE', 'EVENT_ID_CNTY', 'EVENT_ID_NO_CNTY', 'EVENT_TYPE', 'FATALITIES', 'GEO_PRECISION', 'GWNO', 'INTER1', 'INTER2', 'INTERACTION', 'LATITUDE', 'LOCATION', 'LONGITUDE', 'NOTES', 'SOURCE', 'TIME_PRECISION', 'YEAR']
conflicts.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 165808 entries, 0 to 165807 Data columns (total 28 columns): ACTOR1 165808 non-null object ACTOR1_ID 140747 non-null float64 ACTOR2 122255 non-null object ACTOR2_ID 140747 non-null float64 ACTOR_DYAD_ID 140747 non-null object ADMIN1 165808 non-null object ADMIN2 165676 non-null object ADMIN3 86933 non-null object ALLY_ACTOR_1 28144 non-null object ALLY_ACTOR_2 19651 non-null object COUNTRY 165808 non-null object EVENT_DATE 165808 non-null object EVENT_ID_CNTY 165808 non-null object EVENT_ID_NO_CNTY 140747 non-null float64 EVENT_TYPE 165808 non-null object FATALITIES 165808 non-null int64 GEO_PRECISION 165808 non-null int64 GWNO 165808 non-null int64 INTER1 165808 non-null int64 INTER2 165808 non-null int64 INTERACTION 165808 non-null int64 LATITUDE 165808 non-null object LOCATION 165805 non-null object LONGITUDE 165808 non-null object NOTES 155581 non-null object SOURCE 165635 non-null object TIME_PRECISION 165808 non-null int64 YEAR 165808 non-null int64 dtypes: float64(3), int64(8), object(17) memory usage: 35.4+ MB
conflicts.describe()
| ACTOR1_ID | ACTOR2_ID | EVENT_ID_NO_CNTY | FATALITIES | GEO_PRECISION | GWNO | INTER1 | INTER2 | INTERACTION | TIME_PRECISION | YEAR | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 140747.000000 | 140747.000000 | 140747.000000 | 165808.000000 | 165808.000000 | 165808.000000 | 165808.000000 | 165808.000000 | 165808.000000 | 165808.000000 | 165808.000000 |
| mean | 2587.796692 | 1211.638820 | 70374.000000 | 4.420257 | 1.261061 | 538.296964 | 3.385500 | 3.193603 | 32.001604 | 1.138751 | 2010.760898 |
| std | 1030.065824 | 1242.978894 | 40630.303506 | 76.071441 | 0.524248 | 61.974200 | 2.033114 | 2.920635 | 18.284381 | 0.441038 | 5.897476 |
| min | 1.000000 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 404.000000 | 1.000000 | 0.000000 | 10.000000 | 1.000000 | 1997.000000 |
| 25% | 2081.000000 | 0.000000 | 35187.500000 | 0.000000 | 1.000000 | 490.000000 | 1.000000 | 0.000000 | 15.000000 | 1.000000 | 2007.000000 |
| 50% | 3043.000000 | 675.000000 | 70374.000000 | 0.000000 | 1.000000 | 520.000000 | 3.000000 | 2.000000 | 28.000000 | 1.000000 | 2013.000000 |
| 75% | 3288.000000 | 2229.000000 | 105560.500000 | 1.000000 | 1.000000 | 615.000000 | 5.000000 | 7.000000 | 47.000000 | 1.000000 | 2016.000000 |
| max | 3960.000000 | 3960.000000 | 140747.000000 | 25000.000000 | 3.000000 | 651.000000 | 8.000000 | 8.000000 | 88.000000 | 3.000000 | 2017.000000 |
from pandas_summary import DataFrameSummary as DFS
dfs = DFS(conflicts)
dfs.summary().T
| count | mean | std | min | 25% | 50% | 75% | max | counts | uniques | missing | missing_perc | types | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACTOR1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 3288 | 0 | 0% | categorical |
| ACTOR1_ID | 140747 | 2587.8 | 1030.07 | 1 | 2081 | 3043 | 3288 | 3960 | 140747 | 3032 | 25061 | 15.11% | numeric |
| ACTOR2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 122255 | 2827 | 43553 | 26.27% | categorical |
| ACTOR2_ID | 140747 | 1211.64 | 1242.98 | 0 | 0 | 675 | 2229 | 3960 | 140747 | 2558 | 25061 | 15.11% | numeric |
| ACTOR_DYAD_ID | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 140747 | 9520 | 25061 | 15.11% | categorical |
| ADMIN1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 735 | 0 | 0% | categorical |
| ADMIN2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165676 | 4085 | 132 | 0.08% | categorical |
| ADMIN3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 86933 | 4795 | 78875 | 47.57% | categorical |
| ALLY_ACTOR_1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28144 | 3272 | 137664 | 83.03% | categorical |
| ALLY_ACTOR_2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 19651 | 2759 | 146157 | 88.15% | categorical |
| COUNTRY | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 50 | 0 | 0% | categorical |
| EVENT_DATE | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 7639 | 0 | 0% | categorical |
| EVENT_ID_CNTY | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 155591 | 0 | 0% | categorical |
| EVENT_ID_NO_CNTY | 140747 | 70374 | 40630.3 | 1 | 35187.5 | 70374 | 105560 | 140747 | 140747 | 140747 | 25061 | 15.11% | numeric |
| EVENT_TYPE | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 14 | 0 | 0% | categorical |
| FATALITIES | 165808 | 4.42026 | 76.0714 | 0 | 0 | 0 | 1 | 25000 | 165808 | 263 | 0 | 0% | numeric |
| GEO_PRECISION | 165808 | 1.26106 | 0.524248 | 1 | 1 | 1 | 1 | 3 | 165808 | 3 | 0 | 0% | numeric |
| GWNO | 165808 | 538.297 | 61.9742 | 404 | 490 | 520 | 615 | 651 | 165808 | 49 | 0 | 0% | numeric |
| INTER1 | 165808 | 3.3855 | 2.03311 | 1 | 1 | 3 | 5 | 8 | 165808 | 8 | 0 | 0% | numeric |
| INTER2 | 165808 | 3.1936 | 2.92064 | 0 | 0 | 2 | 7 | 8 | 165808 | 9 | 0 | 0% | numeric |
| INTERACTION | 165808 | 32.0016 | 18.2844 | 10 | 15 | 28 | 47 | 88 | 165808 | 43 | 0 | 0% | numeric |
| LATITUDE | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 19082 | 0 | 0% | categorical |
| LOCATION | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165805 | 17936 | 3 | 0.00% | categorical |
| LONGITUDE | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165808 | 19243 | 0 | 0% | categorical |
| NOTES | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 155581 | 126318 | 10227 | 6.17% | categorical |
| SOURCE | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 165635 | 11908 | 173 | 0.10% | categorical |
| TIME_PRECISION | 165808 | 1.13875 | 0.441038 | 1 | 1 | 1 | 1 | 3 | 165808 | 3 | 0 | 0% | numeric |
| YEAR | 165808 | 2010.76 | 5.89748 | 1997 | 2007 | 2013 | 2016 | 2017 | 165808 | 21 | 0 | 0% | numeric |
A) Change to lowercase
conflicts.columns = [x.lower() for x in conflicts.columns]
B) Check for nulls
conflicts.isnull().sum()
actor1 0 actor1_id 25061 actor2 43553 actor2_id 25061 actor_dyad_id 25061 admin1 0 admin2 132 admin3 78875 ally_actor_1 137664 ally_actor_2 146157 country 0 event_date 0 event_id_cnty 0 event_id_no_cnty 25061 event_type 0 fatalities 0 geo_precision 0 gwno 0 inter1 0 inter2 0 interaction 0 latitude 0 location 3 longitude 0 notes 10227 source 173 time_precision 0 year 0 dtype: int64
I have some nulls but not in the columns i'm most interested in. Most likely i will not use the columns with the nulls other than hte source and the notes which i will use in the NLP section of the project. At this stage i'm not yet making a final decision about which columns to keep or remove.
Country
conflicts['country'].unique()
array(['Algeria', 'Angola', 'Benin', 'Burkina Faso', 'Burundi',
'Cameroon', 'Central African Republic', 'Chad',
'Democratic Republic of Congo', 'Egypt', 'Equatorial Guinea',
'Eritrea', 'Ethiopia', 'Gabon', 'Gambia', 'Ghana', 'Guinea',
'Guinea-Bissau', 'Ivory Coast', 'Kenya', 'Lesotho', 'Liberia',
'Libya', 'Madagascar', 'Malawi', 'Mali', 'Mauritania', 'Morocco',
'Mozambique', 'Namibia', 'Niger', 'Nigeria', 'Republic of Congo',
'Rwanda', 'Senegal', 'Sierra Leone', 'Somalia', 'South Africa',
'South Sudan', 'Sudan', 'Swaziland', 'Tanzania', 'Togo', 'Tunisia',
'Uganda', 'Zambia', 'Zimbabwe', 'Botswana', 'Djibouti',
'Mozambique '], dtype=object)
**I've noticed a problem with Mozambique as it appears twice.
conflicts.country.replace({"Mozambique ": "Mozambique" },inplace=True)
len(conflicts.country.unique())
49
Oh joy, so from 1996 until 2017 there have incidents of armed conflict recorded in 49 out of the 54 currently 'officially' recognized countries. Depending on who you ask africa has between 47-58 countries but i'm going with UN official number of 54. Countries with no recorded incidents include: cape verde, seychelles, comorros, sao tome. all islands and with the exception of sao tome who is too closed off, these countries have active and profitable tourism industries.
so clearly being an island with tourism potential lowers your risk of conflict. make sure you use number of neighbours as predictor as well as tourism data from world bank.
fig, ax = plt.subplots(figsize=(12,10))
sns.countplot(conflicts['country'], label='Count', ax=ax)
plt.xticks(rotation=90)
plt.show()
Event Type
conflicts.event_type.value_counts()
Riots/Protests 47224 Violence against civilians 45021 Battle-No change of territory 44005 Strategic development 10923 Remote violence 10456 Battle-Government regains territory 2632 Non-violent transfer of territory 2566 Battle-Non-state actor overtakes territory 2135 Headquarters or base established 771 Remote Violence 30 Violence Against Civilians 21 Battle-no change of territory 16 Strategic Development 7 Strategic development 1 Name: event_type, dtype: int64
Spelling mistakes have lead to some errors in event descriptions. Simple cleanup required.
conflicts.event_type.replace({"Violence Against Civilians": "Violence against civilians","Strategic Development":"Strategic development","Strategic development ":"Strategic development", "Remote Violence":"Remote violence", "Battle-no change of territory":"Battle-No change of territory"},inplace=True)
conflicts.event_type.value_counts()
Riots/Protests 47224 Violence against civilians 45042 Battle-No change of territory 44021 Strategic development 10931 Remote violence 10486 Battle-Government regains territory 2632 Non-violent transfer of territory 2566 Battle-Non-state actor overtakes territory 2135 Headquarters or base established 771 Name: event_type, dtype: int64
len(conflicts.event_type)
165808
fig, ax = plt.subplots(figsize=(10,8))
sns.countplot(conflicts['event_type'], label='Count', ax=ax)
plt.xticks(rotation=90)
plt.show()
Actor
# conflicts.actor1.unique().sum()
conflicts.actor1.describe()
count 165808 unique 3288 top Unidentified Armed Group (Somalia) freq 5896 Name: actor1, dtype: object
Clearly a large collection of different groups but they tend to fall into teh same categories so let's look at their categories. ACLED provides ua with a simplified version (inter1).
Explanation:
1- Government and State Security
2- Rebel Groups
3- Political Militias
4- Identity Militias
5- Rioters
6- Protesters
7- Civilians
8- External/Other Forces
conflicts.inter1.value_counts()
1 41906 3 37034 6 31610 2 21958 5 15531 4 11252 8 6477 7 40 Name: inter1, dtype: int64
Inter2 refers to whom the action was carried out on.
sns.countplot(conflicts['inter1'], color="b")
plt.show()
conflicts.inter2.value_counts()
7 50765 0 43553 1 24588 2 20414 3 13655 4 6035 8 2677 5 2493 6 1628 Name: inter2, dtype: int64
Inter2 has an extra value (0) refering to the actions that didnt target a specific group
sns.countplot(conflicts['inter2'], color="r")
plt.show()
Interaction
conflicts['interaction'].describe()
count 165808.000000 mean 32.001604 std 18.284381 min 10.000000 25% 15.000000 50% 28.000000 75% 47.000000 max 88.000000 Name: interaction, dtype: float64
conflicts['interaction'].value_counts()
60 27953 37 23436 12 21299 13 14721 17 10277 27 9900 15 7279 50 6514 47 5375 16 4774 44 4331 28 4037 20 3023 30 2805 23 2420 33 2246 10 2170 38 1740 11 1706 14 1531 55 1407 18 1029 57 889 78 883 80 853 34 785 24 558 22 546 58 257 40 212 35 148 36 142 48 127 66 89 68 82 56 75 88 73 45 27 26 24 70 23 25 20 46 11 77 11 Name: interaction, dtype: int64
len(conflicts['interaction'].unique())
43
fig, ax = plt.subplots(figsize=(10,8))
sns.countplot(conflicts['interaction'], label='Count', ax=ax)
plt.xticks(rotation=90)
plt.show()
Fatalities
conflicts.fatalities.describe()
count 165808.000000 mean 4.420257 std 76.071441 min 0.000000 25% 0.000000 50% 0.000000 75% 1.000000 max 25000.000000 Name: fatalities, dtype: float64
conflicts.fatalities.value_counts().head(10)
0 113321 1 18316 2 7978 3 4628 4 3026 5 2623 10 2541 6 1657 7 1403 8 990 Name: fatalities, dtype: int64
Fatalities need to be analysed with other features to get more meaning from this.
Year
fig, ax = plt.subplots(figsize=(14,8))
sns.countplot(conflicts['year'], ax=ax)
plt.show()
grouped1=conflicts.groupby(['event_type', 'inter1'])
grouped1.size().head(20)
event_type inter1
Battle-Government regains territory 1 1875
2 271
3 185
4 6
8 295
Battle-No change of territory 1 20120
2 7008
3 8684
4 5384
8 2825
Battle-Non-state actor overtakes territory 1 803
2 788
3 339
4 92
8 113
Headquarters or base established 1 65
2 318
3 250
4 3
8 135
dtype: int64
event_type_actor=pd.crosstab(index=conflicts['inter1'], columns=conflicts['event_type'])
event_type_actor
| event_type | Battle-Government regains territory | Battle-No change of territory | Battle-Non-state actor overtakes territory | Headquarters or base established | Non-violent transfer of territory | Remote violence | Riots/Protests | Strategic development | Violence against civilians |
|---|---|---|---|---|---|---|---|---|---|
| inter1 | |||||||||
| 1 | 1875 | 20120 | 803 | 65 | 399 | 4187 | 1584 | 4772 | 8101 |
| 2 | 271 | 7008 | 788 | 318 | 1248 | 1328 | 3 | 2441 | 8553 |
| 3 | 185 | 8684 | 339 | 250 | 442 | 3423 | 48 | 2756 | 20907 |
| 4 | 6 | 5384 | 92 | 3 | 27 | 93 | 6 | 352 | 5289 |
| 5 | 0 | 0 | 0 | 0 | 0 | 4 | 14619 | 5 | 903 |
| 6 | 0 | 0 | 0 | 0 | 1 | 1 | 30941 | 13 | 654 |
| 7 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 37 | 0 |
| 8 | 295 | 2825 | 113 | 135 | 448 | 1448 | 23 | 555 | 635 |
event_type_actor.plot(kind='bar', figsize=(18,12), stacked=True)
<matplotlib.axes._subplots.AxesSubplot at 0x1a099305f8>
event_type_year=pd.crosstab(index=conflicts['year'], columns=conflicts['event_type'])
event_type_year
| event_type | Battle-Government regains territory | Battle-No change of territory | Battle-Non-state actor overtakes territory | Headquarters or base established | Non-violent transfer of territory | Remote violence | Riots/Protests | Strategic development | Violence against civilians |
|---|---|---|---|---|---|---|---|---|---|
| year | |||||||||
| 1997 | 152 | 916 | 159 | 102 | 219 | 108 | 403 | 328 | 958 |
| 1998 | 206 | 1286 | 177 | 133 | 636 | 120 | 439 | 371 | 1274 |
| 1999 | 208 | 2332 | 158 | 64 | 308 | 174 | 421 | 356 | 987 |
| 2000 | 85 | 1688 | 73 | 84 | 202 | 191 | 466 | 177 | 1278 |
| 2001 | 93 | 1322 | 96 | 27 | 97 | 110 | 489 | 216 | 1218 |
| 2002 | 75 | 1491 | 198 | 41 | 32 | 157 | 544 | 138 | 1805 |
| 2003 | 69 | 1302 | 126 | 27 | 4 | 200 | 512 | 111 | 1519 |
| 2004 | 23 | 1020 | 21 | 2 | 10 | 168 | 546 | 131 | 1351 |
| 2005 | 41 | 872 | 8 | 1 | 8 | 54 | 738 | 139 | 1132 |
| 2006 | 69 | 950 | 66 | 8 | 42 | 96 | 510 | 120 | 879 |
| 2007 | 35 | 1466 | 24 | 5 | 20 | 326 | 750 | 112 | 1228 |
| 2008 | 65 | 1793 | 54 | 13 | 55 | 297 | 791 | 190 | 1916 |
| 2009 | 78 | 1128 | 51 | 13 | 41 | 194 | 963 | 271 | 1282 |
| 2010 | 37 | 1435 | 12 | 51 | 20 | 303 | 1009 | 298 | 1403 |
| 2011 | 85 | 1760 | 134 | 40 | 62 | 610 | 2759 | 577 | 1800 |
| 2012 | 101 | 2333 | 113 | 36 | 93 | 791 | 3355 | 1218 | 2597 |
| 2013 | 110 | 3745 | 101 | 46 | 70 | 855 | 5360 | 932 | 3560 |
| 2014 | 149 | 4412 | 145 | 30 | 152 | 1259 | 5403 | 1007 | 4399 |
| 2015 | 219 | 3891 | 150 | 12 | 127 | 1264 | 6244 | 1383 | 4423 |
| 2016 | 594 | 6695 | 204 | 28 | 309 | 2491 | 12145 | 2369 | 7666 |
| 2017 | 138 | 2184 | 65 | 8 | 59 | 718 | 3377 | 487 | 2367 |
event_type_year.plot(kind='bar', figsize=(12,8), stacked=True)
<matplotlib.axes._subplots.AxesSubplot at 0x1a0a405748>
event_type_year.plot(kind='line', figsize=(12,8), stacked=True)
<matplotlib.axes._subplots.AxesSubplot at 0x1a0a6c3b00>
sns.factorplot(x='event_type', y='fatalities', data= conflicts, kind='bar', aspect=3).set_xticklabels(rotation=90, horizontalalignment='right', fontsize=16).set_yticklabels(fontsize=16)
plt.xlabel('Event type', fontsize=16)
plt.ylabel('Mean Fatalities', fontsize=16)
plt.show()
new=conflicts[['country', 'fatalities']]
new=new.groupby(['country']).sum()
new=new.sort_values(by=['fatalities'], ascending=False)
new.head(10)
| fatalities | |
|---|---|
| country | |
| Angola | 143881 |
| Sudan | 89288 |
| Eritrea | 79399 |
| Democratic Republic of Congo | 79255 |
| Nigeria | 63685 |
| Ethiopia | 51849 |
| Somalia | 43023 |
| South Sudan | 30889 |
| Burundi | 22655 |
| Libya | 19180 |
sns.factorplot(x='year', y='fatalities', data= conflicts, kind='bar', aspect=3).set_xticklabels(rotation=90, horizontalalignment='right', fontsize=16).set_yticklabels(fontsize=16)
plt.xlabel('Year', fontsize=16)
plt.ylabel('Mean Fatalities', fontsize=16)
plt.show()
lets look at the interactions between the actors in coflict by trying to map their activities using networks
import matplotlib.cm as cm
import networkx as nx
from sklearn.preprocessing import MinMaxScaler
df = conflicts[['inter1','inter2']]
df['indicator'] = 1
/Users/alexandra/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
df_1 = df.groupby(['inter1','inter2']).count().reset_index()
G_w = nx.DiGraph()
G_w.add_nodes_from(range(8))
G_w.add_weighted_edges_from(df_1.values)
print(nx.info(G_w))
Name: Type: DiGraph Number of nodes: 9 Number of edges: 67 Average in degree: 7.4444 Average out degree: 7.4444
nx.adjacency_matrix(G_w).todense()
matrix([[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 2170, 1707, 15033, 9027, 927, 993, 1404, 10275, 370],
[ 3023, 6266, 545, 1062, 261, 3, 9, 9899, 890],
[ 2805, 5693, 1359, 2246, 422, 30, 70, 23434, 975],
[ 212, 604, 297, 363, 4331, 7, 4, 5374, 60],
[ 6515, 6286, 17, 118, 20, 1407, 39, 889, 240],
[27952, 3370, 15, 72, 7, 36, 89, 0, 69],
[ 23, 3, 1, 2, 0, 0, 0, 11, 0],
[ 853, 659, 3147, 765, 67, 17, 13, 883, 73]],
dtype=int64)
nx.pagerank(G_w)
{0: 0.23689138852472078,
1: 0.12296620852777368,
2: 0.10768894717112877,
3: 0.08777294799876813,
4: 0.06504105723834373,
5: 0.045255186922665315,
6: 0.04301951982858464,
7: 0.24430811839174393,
8: 0.04705662539627082}
positions = nx.circular_layout(G_w)
cmap_edges = cm.get_cmap('rainbow')
edge_weights = [e[2]['weight'] for e in G_w.edges(data=True)]
df_1['min_max_scaled'] = MinMaxScaler().fit_transform(df_1[['indicator']])
df_1.sort_values('min_max_scaled', ascending=False).head(10)
| inter1 | inter2 | indicator | min_max_scaled | |
|---|---|---|---|---|
| 45 | 6 | 0 | 27952 | 1.000000 |
| 25 | 3 | 7 | 23434 | 0.838360 |
| 2 | 1 | 2 | 15033 | 0.537798 |
| 7 | 1 | 7 | 10275 | 0.367572 |
| 16 | 2 | 7 | 9899 | 0.354120 |
| 3 | 1 | 3 | 9027 | 0.322922 |
| 36 | 5 | 0 | 6515 | 0.233051 |
| 37 | 5 | 1 | 6286 | 0.224858 |
| 10 | 2 | 1 | 6266 | 0.224142 |
| 19 | 3 | 1 | 5693 | 0.203642 |
nx.draw_circular(G_w,with_labels=True, edge_color=edge_weights, edge_cmap=cmap_edges)
vmin = 50
vmax = 10000
sm = plt.cm.ScalarMappable(cmap=cmap_edges, norm=plt.Normalize(vmin=vmin, vmax=vmax))
sm._A = []
plt.colorbar(sm)
plt.show()
This image is quite hard to interpret because with teh exception of node 0 all the others are interacting with each other and we can tell by the arrows that they are attacking each other back and forth. So i will have to simplify this to aid interpretation.
nx.draw_networkx(G_w,with_labels=True)
Now only looking at the top 20 interactions purely for interpretability
df_1['min_max_scaled'] = MinMaxScaler().fit_transform(df_1[['indicator']])
df_1.sort_values('min_max_scaled', ascending=False).head(10)
| inter1 | inter2 | indicator | min_max_scaled | |
|---|---|---|---|---|
| 45 | 6 | 0 | 27952 | 1.000000 |
| 25 | 3 | 7 | 23434 | 0.838360 |
| 2 | 1 | 2 | 15033 | 0.537798 |
| 7 | 1 | 7 | 10275 | 0.367572 |
| 16 | 2 | 7 | 9899 | 0.354120 |
| 3 | 1 | 3 | 9027 | 0.322922 |
| 36 | 5 | 0 | 6515 | 0.233051 |
| 37 | 5 | 1 | 6286 | 0.224858 |
| 10 | 2 | 1 | 6266 | 0.224142 |
| 19 | 3 | 1 | 5693 | 0.203642 |
df_20=df_1.loc[df_1['min_max_scaled']>0.05]
df_20
| inter1 | inter2 | indicator | min_max_scaled | |
|---|---|---|---|---|
| 0 | 1 | 0 | 2170 | 0.077600 |
| 1 | 1 | 1 | 1707 | 0.061035 |
| 2 | 1 | 2 | 15033 | 0.537798 |
| 3 | 1 | 3 | 9027 | 0.322922 |
| 6 | 1 | 6 | 1404 | 0.050195 |
| 7 | 1 | 7 | 10275 | 0.367572 |
| 9 | 2 | 0 | 3023 | 0.108118 |
| 10 | 2 | 1 | 6266 | 0.224142 |
| 16 | 2 | 7 | 9899 | 0.354120 |
| 18 | 3 | 0 | 2805 | 0.100318 |
| 19 | 3 | 1 | 5693 | 0.203642 |
| 21 | 3 | 3 | 2246 | 0.080319 |
| 25 | 3 | 7 | 23434 | 0.838360 |
| 31 | 4 | 4 | 4331 | 0.154914 |
| 34 | 4 | 7 | 5374 | 0.192229 |
| 36 | 5 | 0 | 6515 | 0.233051 |
| 37 | 5 | 1 | 6286 | 0.224858 |
| 41 | 5 | 5 | 1407 | 0.050302 |
| 45 | 6 | 0 | 27952 | 1.000000 |
| 46 | 6 | 1 | 3370 | 0.120532 |
| 60 | 8 | 2 | 3147 | 0.112554 |
G_20 = nx.DiGraph()
G_20.add_nodes_from(range(8))
G_20.add_weighted_edges_from(df_20.iloc[:,:3].values)
list_20=df_20.min_max_scaled.tolist()
list_20
[0.07760008586454867, 0.06103538334943294, 0.5377982898644056, 0.32292225680655434, 0.05019498407928161, 0.3675718221172767, 0.10811777753926514, 0.22414224893563736, 0.35411970949161037, 0.10031841436800114, 0.2036420879396086, 0.08031912990590677, 0.8383599871203178, 0.15491395656684911, 0.19222925834496082, 0.23305069586061322, 0.22485778684125793, 0.05030231476512469, 1.0, 0.1205323602017817, 0.11255411255411256]
type(edge_weights)
list
nx.draw_circular(G_20,with_labels=True, edge_color=list_20, edge_cmap=cmap_edges)
vmin = 50
vmax = 10000
sm = plt.cm.ScalarMappable(cmap=cmap_edges)
sm._A = []
plt.colorbar(sm)
plt.show()
density=nx.density(G_w)
print("Network density:", density)
Network density: 0.9305555555555556
A 0 would mean that there are no connections at all, and a 1 would indicate that all possible edges are present (a perfectly connected network. In my case a density value of 0.93 means this is a very well connected network.
from operator import itemgetter
degree_dict = dict(G_w.degree(G_w.nodes()))
nx.set_node_attributes(G_w, degree_dict, 'degree')
sorted_degree = sorted(degree_dict.items(), key=itemgetter(1), reverse=True)
sorted_degree
[(1, 17), (2, 17), (3, 17), (4, 16), (5, 16), (8, 16), (6, 15), (7, 12), (0, 8)]
Creating new feature based on the number of neighbour each country has
list_a=conflicts['country'].unique().tolist()
len(list_a)
49
list_b=[7, 4, 4, 6, 3, 6, 6, 6, 9, 4, 2, 3, 6, 3, 1, 3, 6, 2, 5, 5, 1, 3, 6, 0, 3, 7, 4, 2, 6, 4, 7, 4, 5, 4, 5, 2, 3, 6, 7, 7, 2, 8, 3, 2, 5, 7, 4, 3, 3]
neighbours=pd.DataFrame({'country': list_a, 'neighbours': list_b})
neighbours.head()
| country | neighbours | |
|---|---|---|
| 0 | Algeria | 7 |
| 1 | Angola | 4 |
| 2 | Benin | 4 |
| 3 | Burkina Faso | 6 |
| 4 | Burundi | 3 |
conflicts =pd.merge(conflicts, neighbours, on='country', how='left')
print('nulls:', conflicts.neighbours.isnull().sum())
nulls: 0
conflicts.neighbours.describe()
count 165808.000000 mean 4.940130 std 1.974245 min 0.000000 25% 3.000000 50% 5.000000 75% 6.000000 max 9.000000 Name: neighbours, dtype: float64
fig, ax = plt.subplots(figsize=(10,8))
sns.countplot(conflicts['neighbours'], label='Count', ax=ax)
plt.xticks(rotation=90)
plt.show()
features=conflicts[['country','year', 'inter1', 'inter2', 'interaction', 'neighbours', 'event_type', 'fatalities']]
features.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 165808 entries, 0 to 165807 Data columns (total 8 columns): country 165808 non-null object year 165808 non-null int64 inter1 165808 non-null int64 inter2 165808 non-null int64 interaction 165808 non-null int64 neighbours 165808 non-null int64 event_type 165808 non-null object fatalities 165808 non-null int64 dtypes: int64(6), object(2) memory usage: 16.4+ MB
numerical=features[['neighbours', 'year', 'fatalities']]
type(numerical)
pandas.core.frame.DataFrame
categorical=features[['inter1', 'inter2', 'interaction', 'event_type', 'country']]
categorical.shape
(165808, 5)
categorical=pd.get_dummies(categorical, columns=['inter1', 'inter2', 'interaction', 'event_type', 'country'], drop_first=True)
categorical.shape
(165808, 113)
categorical.head()
| inter1_2 | inter1_3 | inter1_4 | inter1_5 | inter1_6 | inter1_7 | inter1_8 | inter2_1 | inter2_2 | inter2_3 | ... | country_South Africa | country_South Sudan | country_Sudan | country_Swaziland | country_Tanzania | country_Togo | country_Tunisia | country_Uganda | country_Zambia | country_Zimbabwe | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
5 rows × 113 columns
Okay we've added 108 columns to the dataframe, okay thats not too bad.
features=pd.concat([numerical, categorical], axis=1)
features.head()
| neighbours | year | fatalities | inter1_2 | inter1_3 | inter1_4 | inter1_5 | inter1_6 | inter1_7 | inter1_8 | ... | country_South Africa | country_South Sudan | country_Sudan | country_Swaziland | country_Tanzania | country_Togo | country_Tunisia | country_Uganda | country_Zambia | country_Zimbabwe | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7 | 2001 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 7 | 2001 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 7 | 2001 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 7 | 2001 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 7 | 2001 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
5 rows × 116 columns
import sys
print(sys.getsizeof(features))
29285064
features_small=features.sample(frac=0.2, random_state=1)
print(sys.getsizeof(features_small))
4808514
correlations_f=features.corr(method='pearson').style.format("{:.2}").background_gradient(cmap=plt.get_cmap('coolwarm'), axis=1)
correlations_f
| neighbours | year | fatalities | inter1_2 | inter1_3 | inter1_4 | inter1_5 | inter1_6 | inter1_7 | inter1_8 | inter2_1 | inter2_2 | inter2_3 | inter2_4 | inter2_5 | inter2_6 | inter2_7 | inter2_8 | interaction_11 | interaction_12 | interaction_13 | interaction_14 | interaction_15 | interaction_16 | interaction_17 | interaction_18 | interaction_20 | interaction_22 | interaction_23 | interaction_24 | interaction_25 | interaction_26 | interaction_27 | interaction_28 | interaction_30 | interaction_33 | interaction_34 | interaction_35 | interaction_36 | interaction_37 | interaction_38 | interaction_40 | interaction_44 | interaction_45 | interaction_46 | interaction_47 | interaction_48 | interaction_50 | interaction_55 | interaction_56 | interaction_57 | interaction_58 | interaction_60 | interaction_66 | interaction_68 | interaction_70 | interaction_77 | interaction_78 | interaction_80 | interaction_88 | event_type_Battle-No change of territory | event_type_Battle-Non-state actor overtakes territory | event_type_Headquarters or base established | event_type_Non-violent transfer of territory | event_type_Remote violence | event_type_Riots/Protests | event_type_Strategic development | event_type_Violence against civilians | country_Angola | country_Benin | country_Botswana | country_Burkina Faso | country_Burundi | country_Cameroon | country_Central African Republic | country_Chad | country_Democratic Republic of Congo | country_Djibouti | country_Egypt | country_Equatorial Guinea | country_Eritrea | country_Ethiopia | country_Gabon | country_Gambia | country_Ghana | country_Guinea | country_Guinea-Bissau | country_Ivory Coast | country_Kenya | country_Lesotho | country_Liberia | country_Libya | country_Madagascar | country_Malawi | country_Mali | country_Mauritania | country_Morocco | country_Mozambique | country_Namibia | country_Niger | country_Nigeria | country_Republic of Congo | country_Rwanda | country_Senegal | country_Sierra Leone | country_Somalia | country_South Africa | country_South Sudan | country_Sudan | country_Swaziland | country_Tanzania | country_Togo | country_Tunisia | country_Uganda | country_Zambia | country_Zimbabwe | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| neighbours | 1.0 | 0.072 | 0.0082 | 0.052 | -0.018 | 0.011 | 0.017 | -0.033 | -0.00071 | -0.076 | 0.039 | -0.033 | 0.0061 | 0.0053 | -0.0056 | -0.0035 | 0.0046 | 0.023 | -0.0088 | 0.053 | -0.0065 | 0.0015 | 0.0072 | -0.00083 | 0.014 | 0.011 | -0.024 | 0.031 | -0.014 | -0.0058 | 0.0037 | 0.0032 | 0.012 | -0.078 | -0.011 | 0.011 | 0.023 | 0.0027 | -0.0027 | -0.013 | -0.0046 | 0.011 | 0.0028 | -0.002 | -0.00013 | 0.0032 | 0.018 | 0.025 | -0.015 | -0.0068 | 0.005 | 0.011 | -0.033 | -0.0083 | -0.0022 | 0.0027 | -0.0031 | -0.0074 | -0.021 | 0.023 | 0.0072 | 0.054 | -0.032 | -0.082 | -0.0061 | -0.019 | -0.022 | 0.029 | -0.067 | -0.016 | -0.018 | 0.042 | -0.21 | 0.04 | 0.084 | 0.036 | 0.58 | -0.026 | -0.12 | -0.025 | -0.049 | 0.095 | -0.035 | -0.068 | -0.063 | 0.04 | -0.056 | 0.0032 | 0.0058 | -0.053 | -0.09 | 0.11 | -0.2 | -0.05 | 0.11 | -0.025 | -0.14 | 0.039 | -0.032 | 0.066 | -0.13 | 0.0016 | -0.029 | 0.0025 | -0.25 | -0.42 | 0.14 | 0.19 | 0.29 | -0.051 | 0.1 | -0.039 | -0.25 | 0.0054 | 0.092 | -0.092 |
| year | 0.072 | 1.0 | -0.06 | -0.26 | -0.026 | 0.032 | 0.093 | 0.18 | 0.0049 | -0.038 | -0.041 | -0.11 | 0.072 | 0.019 | 0.033 | 0.043 | -0.075 | -0.034 | -0.0048 | -0.16 | 0.063 | 0.0062 | 0.05 | 0.065 | 0.0064 | -0.067 | -0.15 | -0.046 | -0.055 | 0.012 | -0.0046 | -0.0037 | -0.17 | -0.0051 | 0.0037 | -0.0039 | 0.013 | -0.0018 | 0.011 | -0.01 | 0.0022 | 0.0075 | 0.0035 | 0.0038 | 0.0025 | 0.046 | -0.0041 | 0.054 | 0.041 | 0.0064 | 0.03 | 0.019 | 0.17 | 0.0054 | 0.0027 | 0.0077 | -0.0057 | -0.032 | -0.045 | -0.022 | -0.11 | -0.078 | -0.079 | -0.13 | 0.06 | 0.21 | 0.02 | -0.064 | -0.25 | 0.01 | -0.0056 | 0.029 | -0.02 | 0.036 | 0.044 | -0.03 | -0.042 | -0.00087 | 0.11 | -0.0072 | -0.076 | 0.039 | 0.015 | -0.0031 | 0.027 | -0.042 | -0.037 | -0.042 | -0.06 | -0.022 | -0.068 | 0.12 | 0.013 | 0.0089 | 0.051 | 0.011 | 0.022 | 0.016 | -0.01 | -0.0083 | 0.068 | -0.051 | -0.067 | -0.02 | -0.34 | 0.11 | 0.089 | 0.13 | 0.016 | -0.0088 | -0.0075 | -0.0042 | 0.1 | -0.15 | -0.005 | -0.11 |
| fatalities | 0.0082 | -0.06 | 1.0 | 0.017 | -0.016 | 0.0069 | -0.016 | -0.028 | -0.0009 | 0.031 | 0.011 | 0.034 | -0.0057 | 0.0053 | -0.0048 | -0.0045 | -0.00051 | 0.014 | -0.0022 | 0.04 | -0.0079 | 0.00079 | -0.01 | -0.0085 | -0.0041 | 0.094 | -0.0066 | 0.0028 | -0.00032 | -0.0001 | -0.00051 | -0.00061 | 0.016 | 0.00096 | -0.0076 | -0.0021 | 0.00051 | -0.0013 | -0.0015 | -0.012 | -0.003 | -0.0021 | 0.0062 | -0.00055 | -6.1e-06 | 0.0039 | 0.00084 | -0.011 | -0.0032 | -0.0012 | -0.0035 | -0.0021 | -0.026 | -0.0013 | -0.0012 | -0.00068 | -0.00047 | 0.011 | -0.0041 | 0.0034 | 0.042 | 0.0097 | -0.0039 | -0.006 | -0.0019 | -0.035 | -0.015 | 0.0014 | 0.075 | -0.0018 | -0.001 | -0.0041 | -0.0039 | 0.00028 | -0.003 | 0.0042 | 0.0075 | -0.0012 | -0.0096 | -0.00081 | 0.12 | 0.014 | -0.002 | -0.0017 | -0.0031 | -0.0009 | -0.00015 | -0.0029 | -0.0068 | -0.00099 | -0.0042 | -0.004 | -0.0029 | -0.0028 | -0.0028 | -0.0029 | -0.0051 | -0.0036 | -0.0036 | -0.0004 | 0.0029 | -0.0021 | 0.0062 | -0.0035 | -0.0099 | -0.015 | -0.015 | 0.0037 | 0.011 | -0.002 | -0.0029 | -0.002 | -0.0092 | -0.0034 | -0.0049 | -0.011 |
| inter1_2 | 0.052 | -0.26 | 0.017 | 1.0 | -0.21 | -0.11 | -0.13 | -0.19 | -0.0061 | -0.079 | 0.15 | -0.12 | -0.048 | -0.051 | -0.048 | -0.037 | 0.12 | 0.076 | -0.04 | 0.18 | -0.12 | -0.038 | -0.084 | -0.067 | -0.1 | -0.031 | 0.35 | 0.15 | 0.11 | 0.057 | 0.00057 | 0.0086 | 0.64 | 0.041 | -0.051 | -0.046 | -0.027 | -0.012 | -0.011 | -0.16 | -0.04 | -0.014 | -0.064 | -0.005 | -0.0032 | -0.072 | -0.011 | -0.079 | -0.036 | -0.0083 | -0.029 | -0.015 | -0.18 | -0.0091 | -0.0087 | -0.0046 | -0.0032 | -0.029 | -0.028 | -0.0082 | 0.047 | 0.08 | 0.056 | 0.13 | -0.0044 | -0.25 | 0.071 | 0.1 | 0.0066 | -0.013 | -0.006 | -0.025 | 0.056 | 0.061 | 0.0071 | 0.0065 | 0.11 | -0.0054 | -0.081 | -0.0054 | -0.014 | -0.024 | -0.013 | -0.011 | -0.024 | 0.0033 | -0.0075 | -0.031 | -0.049 | -0.0098 | 0.049 | -0.027 | -0.031 | -0.02 | 0.061 | -0.014 | -0.033 | -0.029 | -0.0097 | 0.035 | -0.069 | -0.02 | 0.0084 | 0.012 | 0.18 | 0.0093 | -0.1 | -0.0027 | 0.032 | -0.014 | -0.02 | -0.015 | -0.06 | 0.12 | -0.033 | -0.076 |
| inter1_3 | -0.018 | -0.026 | -0.016 | -0.21 | 1.0 | -0.14 | -0.17 | -0.26 | -0.0083 | -0.11 | 0.0082 | -0.14 | -0.042 | -0.072 | -0.063 | -0.043 | 0.38 | 0.043 | -0.055 | -0.21 | 0.12 | -0.052 | -0.11 | -0.092 | -0.14 | -0.042 | -0.073 | -0.031 | 0.099 | -0.031 | -0.0059 | -0.0065 | -0.14 | -0.085 | 0.24 | 0.22 | 0.052 | -0.0015 | 0.019 | 0.76 | 0.083 | -0.019 | -0.088 | -0.0068 | -0.0044 | -0.098 | -0.015 | -0.11 | -0.05 | -0.011 | -0.039 | -0.021 | -0.24 | -0.012 | -0.012 | -0.0063 | -0.0044 | -0.039 | -0.039 | -0.011 | -0.038 | -0.018 | 0.017 | -0.015 | 0.064 | -0.34 | 0.018 | 0.35 | -0.063 | -0.012 | -0.0047 | -0.029 | 0.058 | -0.014 | 0.085 | 0.011 | 0.014 | -0.011 | -0.049 | -0.0037 | -0.019 | -0.079 | -0.016 | -0.0032 | -0.014 | -0.018 | -0.013 | -0.011 | -0.016 | 0.0096 | -0.037 | 0.029 | 0.012 | -0.01 | 0.0086 | -0.026 | -0.041 | 0.054 | -0.028 | -0.022 | 0.033 | 0.052 | 0.0091 | -0.024 | 0.01 | 0.057 | -0.096 | -0.014 | 0.051 | -0.0064 | 0.0094 | -0.015 | -0.065 | -0.067 | -0.012 | 0.17 |
| inter1_4 | 0.011 | 0.032 | 0.0069 | -0.11 | -0.14 | 1.0 | -0.087 | -0.13 | -0.0042 | -0.054 | -0.072 | -0.079 | -0.049 | 0.5 | -0.032 | -0.026 | 0.1 | -0.023 | -0.028 | -0.1 | -0.084 | 0.13 | -0.058 | -0.046 | -0.069 | -0.021 | -0.037 | -0.016 | -0.033 | 0.11 | -0.003 | -0.0032 | -0.068 | -0.043 | -0.035 | -0.032 | 0.11 | -0.0081 | -0.0079 | -0.11 | -0.028 | 0.13 | 0.61 | 0.0097 | 0.0096 | 0.68 | 0.045 | -0.055 | -0.025 | -0.0057 | -0.02 | -0.011 | -0.12 | -0.0063 | -0.006 | -0.0032 | -0.0022 | -0.02 | -0.019 | -0.0057 | 0.13 | -0.011 | -0.017 | -0.029 | -0.061 | -0.17 | -0.038 | 0.12 | -0.037 | -0.00049 | -0.0048 | -0.0073 | -0.051 | -0.0066 | 0.0021 | -0.0082 | -0.027 | -0.007 | -0.055 | -0.0045 | -0.013 | -0.015 | -0.0091 | -0.0084 | 0.03 | -0.01 | -0.0095 | -0.0043 | 0.12 | -0.0054 | -0.011 | 0.02 | -0.0022 | 0.0092 | -0.011 | -0.014 | -0.024 | -0.019 | -0.014 | -0.011 | 0.1 | -0.014 | -0.016 | -0.017 | -0.041 | 0.045 | -0.02 | 0.053 | 0.025 | -0.0086 | 0.013 | -0.0082 | -0.041 | 0.026 | -0.016 | -0.049 |
| inter1_5 | 0.017 | 0.093 | -0.016 | -0.13 | -0.17 | -0.087 | 1.0 | -0.16 | -0.005 | -0.065 | 0.23 | -0.12 | -0.087 | -0.06 | 0.2 | -0.024 | -0.17 | -0.0018 | -0.033 | -0.12 | -0.1 | -0.031 | 0.57 | -0.055 | -0.083 | -0.025 | -0.044 | -0.018 | -0.039 | -0.019 | 0.029 | -0.0039 | -0.081 | -0.051 | -0.042 | -0.038 | -0.022 | 0.072 | -0.0094 | -0.13 | -0.033 | -0.012 | -0.053 | 0.028 | -0.0026 | -0.059 | -0.0089 | 0.63 | 0.29 | 0.031 | 0.23 | 0.11 | -0.14 | -0.0075 | -0.0072 | -0.0038 | -0.0026 | -0.024 | -0.023 | -0.0067 | -0.19 | -0.037 | -0.022 | -0.04 | -0.083 | 0.47 | -0.085 | -0.15 | -0.043 | -0.0034 | 0.0093 | 0.038 | -0.04 | -0.0052 | -0.0088 | -0.013 | -0.045 | -0.0044 | 0.07 | -0.0041 | -0.016 | -0.029 | 0.017 | 0.005 | 0.021 | 0.041 | -0.0049 | 0.021 | 0.054 | 0.0015 | 0.0036 | -0.043 | 0.028 | 0.034 | -0.022 | 0.0063 | 0.01 | 0.018 | -0.0014 | 0.0043 | 0.0029 | -0.0063 | -0.018 | 0.013 | -0.047 | -0.11 | 0.24 | -0.048 | -0.065 | -0.0015 | 0.026 | 0.014 | 0.054 | -0.004 | 0.07 | -0.02 |
| inter1_6 | -0.033 | 0.18 | -0.028 | -0.19 | -0.26 | -0.13 | -0.16 | 1.0 | -0.0075 | -0.098 | -0.057 | -0.18 | -0.14 | -0.094 | -0.055 | -0.034 | -0.32 | -0.054 | -0.049 | -0.19 | -0.15 | -0.047 | -0.1 | 0.23 | -0.12 | -0.038 | -0.066 | -0.028 | -0.059 | -0.028 | -0.0053 | 0.013 | -0.12 | -0.077 | -0.064 | -0.057 | -0.033 | -0.015 | 0.024 | -0.2 | -0.05 | -0.017 | -0.079 | -0.0062 | 0.0092 | -0.089 | -0.013 | -0.098 | -0.045 | 0.016 | -0.036 | -0.019 | 0.93 | 0.048 | 0.037 | -0.0057 | -0.004 | -0.036 | -0.035 | -0.01 | -0.29 | -0.055 | -0.033 | -0.061 | -0.13 | 0.75 | -0.13 | -0.27 | -0.046 | 0.043 | 0.015 | 0.068 | -0.074 | -0.0065 | -0.044 | -0.011 | -0.08 | -0.0008 | 0.094 | 0.0011 | -0.021 | 0.057 | 0.037 | 0.0081 | 0.036 | -0.0055 | 0.006 | 0.008 | 0.014 | -0.002 | 0.00068 | -0.032 | 0.029 | 0.016 | -0.024 | 0.064 | 0.11 | -0.0084 | 0.077 | 0.0015 | 0.036 | -0.013 | -0.017 | 0.047 | -0.076 | -0.15 | 0.2 | -0.066 | -0.07 | 0.02 | 0.0016 | 0.041 | 0.18 | -0.046 | 0.036 | -0.028 |
| inter1_7 | -0.00071 | 0.0049 | -0.0009 | -0.0061 | -0.0083 | -0.0042 | -0.005 | -0.0075 | 1.0 | -0.0031 | -0.0032 | -0.0046 | -0.0018 | -0.003 | -0.0019 | -0.0015 | -0.0011 | -0.002 | -0.0016 | -0.006 | -0.0048 | -0.0015 | -0.0033 | -0.0027 | 0.00084 | -0.0012 | -0.0021 | -0.00089 | -0.0019 | -0.0009 | -0.00017 | -0.00019 | -0.0023 | -0.0025 | -0.002 | -0.0018 | -0.0011 | -0.00046 | -0.00045 | -0.0041 | -0.0016 | -0.00056 | -0.0025 | -0.0002 | -0.00013 | -0.0028 | -0.00043 | -0.0031 | -0.0014 | -0.00033 | -0.0011 | -0.00061 | -0.007 | -0.00036 | -0.00035 | 0.76 | 0.52 | -0.0011 | -0.0011 | -0.00033 | -0.0093 | -0.0018 | -0.0011 | 0.0012 | -0.00085 | -0.0098 | 0.054 | -0.0095 | -0.0022 | -0.00052 | -0.00028 | -0.0012 | 0.0023 | -0.0012 | 0.00011 | 0.0048 | -0.0044 | -0.0004 | -0.0021 | -0.00026 | -0.00077 | -0.00049 | -0.00056 | -0.00053 | -0.00099 | -0.0011 | -0.00058 | 0.0021 | -0.003 | -0.00041 | -0.0014 | 0.023 | -0.0012 | -0.0008 | -0.0016 | -0.00083 | -0.0014 | -0.0011 | -0.001 | -0.00098 | -0.0044 | 0.014 | -0.00096 | 0.0034 | 0.0091 | -0.0033 | -0.0041 | 0.0017 | 0.0016 | -0.00054 | -0.001 | -0.00061 | 0.0022 | -0.0028 | -0.0014 | -0.003 |
| inter1_8 | -0.076 | -0.038 | 0.031 | -0.079 | -0.11 | -0.054 | -0.065 | -0.098 | -0.0031 | 1.0 | -0.026 | 0.22 | 0.026 | -0.028 | -0.021 | -0.016 | -0.074 | -0.0078 | -0.021 | -0.077 | -0.063 | -0.019 | -0.043 | -0.035 | -0.052 | 0.25 | -0.027 | -0.012 | -0.025 | -0.012 | -0.0022 | -0.0024 | -0.051 | 0.6 | -0.026 | -0.024 | -0.014 | -0.006 | -0.0059 | -0.082 | 0.21 | -0.0072 | -0.033 | -0.0026 | -0.0016 | -0.037 | 0.07 | -0.041 | -0.019 | -0.0043 | -0.015 | 0.0055 | -0.091 | -0.0047 | 0.014 | -0.0024 | -0.0016 | 0.36 | 0.36 | 0.1 | 0.078 | 0.0082 | 0.048 | 0.088 | 0.13 | -0.13 | 0.016 | -0.079 | -0.024 | -0.0068 | -0.0019 | -0.015 | -0.039 | -0.01 | 0.023 | 0.0039 | 0.011 | -0.004 | -0.047 | -0.0034 | 0.16 | -0.03 | -0.0064 | -0.0031 | -0.012 | -0.011 | -0.00092 | -0.0067 | -0.028 | 0.004 | -0.0029 | 0.0057 | -0.016 | -0.01 | 0.037 | -0.0084 | -0.014 | -0.012 | -0.0034 | -0.0063 | -0.051 | -0.0032 | -0.0034 | -0.016 | 0.11 | 0.19 | -0.051 | -0.0054 | -0.027 | -0.007 | -0.0098 | -0.0072 | -0.033 | -0.027 | -0.014 | -0.039 |
| inter2_1 | 0.039 | -0.041 | 0.011 | 0.15 | 0.0082 | -0.072 | 0.23 | -0.057 | -0.0032 | -0.026 | 1.0 | -0.16 | -0.13 | -0.081 | -0.052 | -0.042 | -0.28 | -0.053 | 0.24 | 0.16 | 0.21 | 0.067 | 0.43 | 0.27 | -0.11 | 0.11 | -0.057 | -0.024 | -0.051 | -0.024 | -0.0046 | -0.005 | -0.11 | -0.066 | -0.055 | -0.049 | -0.029 | -0.012 | -0.012 | -0.17 | -0.043 | -0.015 | -0.068 | -0.0053 | -0.0034 | -0.076 | -0.012 | -0.084 | -0.039 | -0.0089 | -0.031 | -0.016 | -0.19 | -0.0097 | -0.0093 | -0.0049 | -0.0034 | -0.031 | -0.03 | -0.0088 | 0.21 | 0.077 | -0.027 | -0.046 | -0.023 | 0.077 | -0.071 | -0.23 | -0.047 | -0.0044 | 0.002 | 0.0054 | 0.00018 | 0.031 | -0.037 | 0.029 | 0.0099 | -0.0011 | 0.029 | -0.0019 | 0.06 | 0.0028 | 0.013 | -0.0021 | -0.0031 | 0.021 | 0.031 | -0.0079 | 0.00093 | 0.0092 | 0.037 | -0.031 | 0.026 | 0.0052 | 0.011 | 0.03 | 0.017 | 0.022 | -0.017 | 0.039 | -0.044 | 0.049 | -0.0068 | 0.0066 | -0.065 | -0.015 | 0.012 | 0.0095 | 0.02 | 0.0082 | 0.0019 | 0.016 | -0.0096 | 0.024 | -0.0043 | -0.049 |
| inter2_2 | -0.033 | -0.11 | 0.034 | -0.12 | -0.14 | -0.079 | -0.12 | -0.18 | -0.0046 | 0.22 | -0.16 | 1.0 | -0.11 | -0.073 | -0.046 | -0.037 | -0.25 | -0.048 | -0.038 | 0.68 | -0.12 | -0.036 | -0.08 | -0.065 | -0.096 | -0.03 | -0.051 | 0.15 | 0.16 | 0.072 | 0.024 | 0.018 | -0.094 | 0.32 | -0.049 | -0.044 | -0.026 | -0.011 | -0.011 | -0.15 | -0.039 | -0.013 | -0.061 | -0.0048 | -0.0031 | -0.069 | -0.01 | -0.076 | -0.035 | -0.008 | -0.028 | -0.015 | -0.17 | -0.0087 | -0.0083 | -0.0044 | -0.0031 | -0.027 | -0.027 | -0.0079 | 0.4 | 0.11 | -0.023 | 0.0018 | 0.044 | -0.24 | -0.059 | -0.23 | 0.23 | -0.013 | -0.0067 | -0.028 | -0.0073 | -0.017 | -0.041 | 0.0088 | 0.027 | 0.0065 | -0.067 | -0.0018 | -0.016 | 0.036 | -0.013 | -0.012 | -0.024 | -0.016 | -0.0082 | -0.017 | -0.049 | -0.01 | 0.017 | -0.0072 | -0.03 | -0.019 | 0.0054 | -0.014 | -0.032 | -0.027 | -0.01 | -0.0094 | -0.033 | -0.02 | -0.0015 | -0.0014 | 0.038 | 0.16 | -0.099 | 0.051 | -0.023 | -0.013 | -0.024 | -0.015 | -0.061 | 0.022 | -0.033 | -0.073 |
| inter2_3 | 0.0061 | 0.072 | -0.0057 | -0.048 | -0.042 | -0.049 | -0.087 | -0.14 | -0.0018 | 0.026 | -0.13 | -0.11 | 1.0 | -0.058 | -0.037 | -0.03 | -0.2 | -0.038 | -0.031 | -0.12 | 0.6 | -0.029 | -0.064 | -0.052 | -0.077 | -0.024 | -0.041 | -0.017 | 0.16 | -0.017 | -0.0033 | -0.0036 | -0.075 | -0.047 | -0.039 | 0.39 | 0.095 | 0.078 | 0.045 | -0.12 | 0.13 | -0.011 | -0.049 | -0.0038 | -0.0024 | -0.055 | -0.0083 | -0.061 | -0.028 | -0.0064 | -0.022 | -0.012 | -0.13 | -0.0069 | -0.0067 | -0.0035 | -0.0024 | -0.022 | -0.022 | -0.0063 | 0.31 | 0.022 | -0.012 | -0.031 | 0.088 | -0.18 | 0.011 | -0.18 | -0.037 | -0.0081 | -0.0041 | -0.016 | -0.031 | -0.011 | 0.029 | -0.011 | 0.05 | -0.0053 | 0.083 | -0.0037 | -0.013 | -0.043 | -0.01 | -0.0069 | -0.013 | -0.008 | -0.0083 | 0.015 | -0.018 | -0.0072 | -0.021 | 0.13 | -0.0079 | -0.011 | 0.00035 | -0.014 | -0.02 | 0.0021 | -0.016 | 0.0079 | 0.005 | -0.0045 | -0.0082 | -0.017 | -0.04 | 0.093 | -0.073 | -0.031 | -0.048 | -0.01 | -0.008 | -0.0096 | -0.015 | -0.045 | -0.017 | -0.045 |
| inter2_4 | 0.0053 | 0.019 | 0.0053 | -0.051 | -0.072 | 0.5 | -0.06 | -0.094 | -0.003 | -0.028 | -0.081 | -0.073 | -0.058 | 1.0 | -0.024 | -0.019 | -0.13 | -0.025 | -0.02 | -0.075 | -0.061 | 0.29 | -0.042 | -0.033 | -0.05 | -0.015 | -0.026 | -0.011 | -0.024 | 0.13 | -0.0021 | -0.0023 | -0.049 | -0.031 | -0.025 | -0.023 | 0.18 | -0.0058 | -0.0057 | -0.079 | -0.02 | -0.007 | 0.84 | 0.048 | 0.026 | -0.036 | 0.073 | -0.039 | -0.018 | -0.0041 | -0.014 | -0.0077 | -0.088 | -0.0045 | -0.0043 | -0.0023 | -0.0016 | -0.014 | -0.014 | -0.0041 | 0.29 | 0.0018 | -0.013 | -0.021 | -0.032 | -0.12 | -0.038 | -0.12 | -0.026 | 0.0021 | -0.0035 | -0.0051 | -0.041 | 0.014 | 0.00071 | -0.0032 | -0.023 | -0.0038 | -0.038 | -0.0032 | -0.009 | 0.0097 | -0.007 | -0.0056 | 0.025 | -0.0042 | -0.0064 | 0.0048 | 0.051 | -0.004 | -0.01 | 0.063 | -0.00029 | -0.01 | -0.004 | -0.0097 | -0.018 | -0.014 | -0.011 | -0.0031 | 0.05 | -0.01 | -0.012 | -0.012 | -0.032 | 0.056 | -0.048 | 0.036 | 0.023 | -0.0067 | 0.0014 | -0.0044 | -0.026 | 0.0052 | -0.017 | -0.037 |
| inter2_5 | -0.0056 | 0.033 | -0.0048 | -0.048 | -0.063 | -0.032 | 0.2 | -0.055 | -0.0019 | -0.021 | -0.052 | -0.046 | -0.037 | -0.024 | 1.0 | -0.012 | -0.082 | -0.016 | -0.013 | -0.047 | -0.039 | -0.012 | 0.21 | -0.021 | -0.032 | -0.0098 | -0.017 | -0.0071 | -0.015 | -0.0072 | 0.012 | -0.0015 | -0.031 | -0.02 | -0.016 | -0.014 | -0.0085 | 0.046 | -0.0036 | -0.05 | -0.013 | -0.0044 | -0.02 | 0.026 | -0.001 | -0.023 | -0.0034 | -0.025 | 0.75 | 0.081 | -0.0091 | 0.017 | -0.056 | -0.0029 | -0.0027 | -0.0015 | -0.001 | -0.009 | -0.0089 | -0.0026 | -0.074 | -0.014 | -0.0084 | -0.015 | -0.032 | 0.19 | -0.032 | -0.075 | -0.016 | -0.0027 | 0.0033 | 0.0028 | -0.021 | -0.0073 | -0.0061 | -0.0082 | -0.025 | 0.0025 | 0.086 | -0.0021 | -0.0051 | 0.0018 | -0.00032 | 0.0075 | 0.017 | 0.037 | -0.0046 | 0.011 | 0.02 | -0.0014 | -0.0036 | -0.021 | 0.00062 | 0.024 | -0.01 | -0.0028 | 0.0053 | 0.0025 | -0.0039 | -0.0047 | 0.0036 | -0.0057 | -0.0076 | 0.012 | -0.014 | -0.047 | 0.031 | -0.016 | -0.022 | 3.3e-05 | 0.0072 | 0.00015 | 0.011 | 0.016 | 0.021 | 0.0039 |
| inter2_6 | -0.0035 | 0.043 | -0.0045 | -0.037 | -0.043 | -0.026 | -0.024 | -0.034 | -0.0015 | -0.016 | -0.042 | -0.037 | -0.03 | -0.019 | -0.012 | 1.0 | -0.066 | -0.013 | -0.01 | -0.038 | -0.031 | -0.0096 | -0.021 | 0.5 | -0.026 | -0.0079 | -0.014 | -0.0057 | -0.012 | -0.0058 | -0.0011 | 0.045 | -0.025 | -0.016 | -0.013 | -0.012 | -0.0069 | -0.003 | 0.14 | -0.04 | -0.01 | -0.0036 | -0.016 | -0.0013 | 0.029 | -0.018 | -0.0028 | -0.02 | -0.0092 | 0.11 | -0.0073 | -0.0039 | -0.045 | 0.23 | 0.034 | -0.0012 | -0.00081 | -0.0073 | -0.0072 | -0.0021 | -0.06 | -0.011 | -0.0068 | -0.012 | -0.024 | 0.036 | -0.021 | 0.058 | -0.013 | 0.0058 | -0.0018 | -0.0055 | -0.011 | -0.0042 | -0.014 | -0.0057 | -0.024 | 0.0045 | 0.04 | 0.0094 | -0.0049 | 0.16 | -0.00019 | 0.0039 | -0.0035 | 0.011 | -0.0021 | 0.011 | -0.007 | 0.0019 | -0.0017 | -0.013 | -0.0011 | 0.00088 | -0.0091 | -0.0018 | 0.047 | -0.0023 | -0.004 | -0.0053 | -0.015 | -0.003 | -0.0062 | -0.0045 | -0.016 | -0.037 | -0.01 | -0.017 | -0.0017 | 0.041 | 0.0024 | 0.016 | 0.014 | 0.0046 | -0.0025 | 0.001 |
| inter2_7 | 0.0046 | -0.075 | -0.00051 | 0.12 | 0.38 | 0.1 | -0.17 | -0.32 | -0.0011 | -0.074 | -0.28 | -0.25 | -0.2 | -0.13 | -0.082 | -0.066 | 1.0 | -0.085 | -0.068 | -0.26 | -0.21 | -0.064 | -0.14 | -0.11 | 0.39 | -0.052 | -0.091 | -0.038 | -0.081 | -0.039 | -0.0073 | -0.008 | 0.38 | -0.1 | -0.087 | -0.078 | -0.046 | -0.02 | -0.019 | 0.61 | -0.068 | -0.024 | -0.11 | -0.0085 | -0.0054 | 0.28 | -0.018 | -0.13 | -0.061 | -0.014 | 0.11 | -0.026 | -0.3 | -0.015 | -0.015 | -0.0078 | 0.012 | 0.11 | -0.048 | -0.014 | -0.4 | -0.076 | -0.045 | -0.081 | 0.026 | -0.42 | 0.01 | 0.87 | -0.04 | -0.014 | -0.0075 | -0.033 | 0.12 | 0.0035 | 0.055 | 0.0027 | 0.0098 | 0.0059 | -0.093 | 0.0062 | -0.00077 | -0.056 | -0.016 | 0.0073 | -0.012 | -0.0044 | -0.013 | -0.0079 | 0.0091 | 0.0039 | -0.02 | -0.05 | -0.01 | 0.0021 | -0.015 | -0.025 | -0.043 | 0.015 | -0.02 | -0.019 | 0.021 | -0.0061 | 0.037 | -0.019 | 0.043 | -0.02 | -0.098 | 0.032 | 0.1 | 0.00014 | 0.013 | -0.017 | -0.092 | 0.025 | -0.0074 | 0.17 |
| inter2_8 | 0.023 | -0.034 | 0.014 | 0.076 | 0.043 | -0.023 | -0.0018 | -0.054 | -0.002 | -0.0078 | -0.053 | -0.048 | -0.038 | -0.025 | -0.016 | -0.013 | -0.085 | 1.0 | -0.013 | -0.049 | -0.04 | -0.012 | -0.027 | -0.022 | -0.033 | 0.22 | -0.017 | -0.0074 | -0.016 | -0.0074 | -0.0014 | -0.0015 | -0.032 | 0.26 | -0.017 | -0.015 | -0.0088 | -0.0038 | -0.0038 | -0.052 | 0.44 | -0.0046 | -0.021 | -0.0016 | -0.001 | -0.023 | 0.1 | -0.026 | -0.012 | -0.0027 | -0.0094 | 0.29 | -0.058 | -0.003 | 0.15 | -0.0015 | -0.001 | -0.0094 | -0.0092 | 0.16 | 0.11 | -0.007 | -0.0066 | -0.0064 | 0.043 | -0.05 | -0.0061 | -0.077 | -0.0057 | -0.0043 | 0.00039 | -0.0071 | -0.017 | -0.0026 | 0.068 | 0.0052 | 0.028 | -0.0015 | -0.017 | -0.0021 | -0.0015 | -0.0031 | -0.0046 | 0.007 | -0.0074 | -0.0055 | 0.0003 | 0.0046 | -0.02 | 0.0056 | 0.014 | -0.007 | -0.0085 | -0.0056 | 0.075 | -0.0032 | -0.0079 | -0.0068 | -0.0065 | -0.0066 | -0.033 | -0.0024 | -0.0017 | -0.0077 | -0.017 | 0.06 | -0.018 | -0.003 | 0.0087 | -0.00027 | -0.0065 | -0.0051 | -0.02 | -0.016 | -0.0092 | -0.024 |
| interaction_11 | -0.0088 | -0.0048 | -0.0022 | -0.04 | -0.055 | -0.028 | -0.033 | -0.049 | -0.0016 | -0.021 | 0.24 | -0.038 | -0.031 | -0.02 | -0.013 | -0.01 | -0.068 | -0.013 | 1.0 | -0.039 | -0.032 | -0.0098 | -0.022 | -0.018 | -0.026 | -0.0081 | -0.014 | -0.0059 | -0.012 | -0.0059 | -0.0011 | -0.0012 | -0.026 | -0.016 | -0.013 | -0.012 | -0.007 | -0.003 | -0.003 | -0.041 | -0.011 | -0.0036 | -0.017 | -0.0013 | -0.00083 | -0.019 | -0.0028 | -0.021 | -0.0094 | -0.0022 | -0.0075 | -0.004 | -0.046 | -0.0024 | -0.0023 | -0.0012 | -0.00083 | -0.0075 | -0.0073 | -0.0021 | 0.13 | 0.044 | -0.007 | -0.011 | -0.024 | -0.064 | 0.0025 | -0.062 | -0.013 | 0.00014 | -0.0018 | 0.0064 | -0.0058 | -0.0077 | 0.0055 | -0.00048 | 0.007 | 0.0043 | -0.023 | 0.0019 | -0.0014 | -0.0041 | -0.0037 | 0.012 | -0.0056 | 0.012 | 0.12 | 0.011 | -0.016 | 0.022 | -0.0073 | -0.02 | -0.0037 | -0.0052 | -0.0012 | 0.0025 | -0.0093 | -0.0075 | -0.0069 | 0.051 | -0.018 | 0.0035 | 0.0024 | -0.0085 | -0.017 | 0.07 | -0.026 | 0.056 | -0.0082 | -0.0018 | -0.0069 | -0.004 | -0.016 | -0.012 | -0.0077 | -0.017 |
| interaction_12 | 0.053 | -0.16 | 0.04 | 0.18 | -0.21 | -0.1 | -0.12 | -0.19 | -0.006 | -0.077 | 0.16 | 0.68 | -0.12 | -0.075 | -0.047 | -0.038 | -0.26 | -0.049 | -0.039 | 1.0 | -0.12 | -0.037 | -0.082 | -0.066 | -0.099 | -0.03 | -0.052 | -0.022 | -0.047 | -0.022 | -0.0042 | -0.0046 | -0.097 | -0.061 | -0.05 | -0.045 | -0.026 | -0.011 | -0.011 | -0.16 | -0.04 | -0.014 | -0.063 | -0.0049 | -0.0031 | -0.07 | -0.011 | -0.078 | -0.036 | -0.0082 | -0.028 | -0.015 | -0.17 | -0.0089 | -0.0085 | -0.0045 | -0.0031 | -0.028 | -0.028 | -0.0081 | 0.43 | 0.15 | -0.024 | -0.018 | 0.01 | -0.24 | -0.062 | -0.23 | 0.23 | -0.013 | -0.0069 | -0.027 | 0.03 | 0.017 | -0.042 | 0.026 | 0.028 | 0.0081 | -0.066 | -0.0021 | -0.015 | 0.069 | -0.014 | -0.012 | -0.024 | -0.013 | -0.0057 | -0.026 | -0.048 | -0.01 | 0.066 | -0.015 | -0.031 | -0.02 | 0.001 | -0.011 | -0.032 | -0.028 | -0.015 | 0.016 | -0.04 | -0.021 | 0.0046 | 0.0047 | -0.054 | 0.045 | -0.1 | 0.078 | 0.039 | -0.013 | -0.023 | -0.015 | -0.059 | 0.071 | -0.034 | -0.074 |
| interaction_13 | -0.0065 | 0.063 | -0.0079 | -0.12 | 0.12 | -0.084 | -0.1 | -0.15 | -0.0048 | -0.063 | 0.21 | -0.12 | 0.6 | -0.061 | -0.039 | -0.031 | -0.21 | -0.04 | -0.032 | -0.12 | 1.0 | -0.03 | -0.067 | -0.054 | -0.08 | -0.025 | -0.043 | -0.018 | -0.038 | -0.018 | -0.0034 | -0.0038 | -0.079 | -0.049 | -0.041 | -0.037 | -0.022 | -0.0093 | -0.0091 | -0.13 | -0.032 | -0.011 | -0.051 | -0.004 | -0.0025 | -0.057 | -0.0086 | -0.063 | -0.029 | -0.0066 | -0.023 | -0.012 | -0.14 | -0.0072 | -0.0069 | -0.0037 | -0.0025 | -0.023 | -0.022 | -0.0066 | 0.33 | 0.0037 | -0.021 | -0.032 | 0.091 | -0.2 | 0.016 | -0.19 | -0.039 | -0.0086 | -0.0044 | -0.017 | -0.016 | -0.0018 | -0.028 | 0.0077 | 0.047 | -0.0057 | 0.11 | -0.0014 | -0.011 | -0.045 | -0.0095 | -0.0087 | -0.015 | -0.0036 | -0.006 | 0.0096 | -0.018 | -0.00038 | -0.026 | 0.091 | 0.014 | -0.014 | 0.0017 | -0.014 | -0.02 | 0.038 | -0.02 | -0.0059 | 0.0097 | 0.063 | -0.0018 | -0.019 | -0.048 | 0.086 | -0.076 | -0.025 | -0.054 | -0.0059 | -0.0093 | -0.011 | -0.0077 | -0.043 | -0.023 | -0.057 |
| interaction_14 | 0.0015 | 0.0062 | 0.00079 | -0.038 | -0.052 | 0.13 | -0.031 | -0.047 | -0.0015 | -0.019 | 0.067 | -0.036 | -0.029 | 0.29 | -0.012 | -0.0096 | -0.064 | -0.012 | -0.0098 | -0.037 | -0.03 | 1.0 | -0.021 | -0.017 | -0.025 | -0.0076 | -0.013 | -0.0055 | -0.012 | -0.0056 | -0.0011 | -0.0012 | -0.024 | -0.015 | -0.013 | -0.011 | -0.0067 | -0.0029 | -0.0028 | -0.039 | -0.0099 | -0.0035 | -0.016 | -0.0012 | -0.00079 | -0.018 | -0.0027 | -0.02 | -0.0089 | -0.0021 | -0.0071 | -0.0038 | -0.043 | -0.0022 | -0.0021 | -0.0011 | -0.00079 | -0.0071 | -0.0069 | -0.002 | 0.14 | -0.0026 | -0.0066 | -0.008 | -0.0072 | -0.061 | -0.014 | -0.059 | -0.012 | -0.0032 | -0.0017 | -0.0036 | -0.021 | -0.0048 | -0.011 | -0.0045 | -0.018 | -8.3e-05 | -0.018 | -0.0016 | -0.0035 | 0.022 | -0.0035 | -0.0033 | -0.0042 | -0.0062 | -0.0036 | -0.0034 | 0.044 | -0.0026 | -0.0053 | 0.022 | -0.0062 | -0.0025 | -0.0075 | -0.0051 | -0.0088 | -0.0062 | -0.0065 | -0.0021 | 0.013 | -0.0052 | -0.006 | -0.0065 | -0.014 | 0.021 | -0.022 | 0.026 | 0.00049 | -0.0033 | 0.001 | -0.0038 | -0.013 | 0.056 | -0.0085 | -0.018 |
| interaction_15 | 0.0072 | 0.05 | -0.01 | -0.084 | -0.11 | -0.058 | 0.57 | -0.1 | -0.0033 | -0.043 | 0.43 | -0.08 | -0.064 | -0.042 | 0.21 | -0.021 | -0.14 | -0.027 | -0.022 | -0.082 | -0.067 | -0.021 | 1.0 | -0.037 | -0.055 | -0.017 | -0.029 | -0.012 | -0.026 | -0.012 | -0.0024 | -0.0026 | -0.054 | -0.034 | -0.028 | -0.025 | -0.015 | -0.0064 | -0.0063 | -0.087 | -0.022 | -0.0077 | -0.035 | -0.0027 | -0.0017 | -0.039 | -0.0059 | -0.043 | -0.02 | -0.0046 | -0.016 | -0.0084 | -0.096 | -0.005 | -0.0048 | -0.0025 | -0.0017 | -0.016 | -0.015 | -0.0045 | -0.13 | -0.024 | -0.015 | -0.027 | -0.056 | 0.34 | -0.057 | -0.13 | -0.028 | 0.0033 | 0.0028 | 0.015 | -0.024 | 0.0035 | -0.027 | -0.0058 | -0.024 | 0.0035 | 0.067 | -0.0018 | -0.011 | -0.012 | 0.019 | 0.0014 | 0.016 | 0.042 | -0.0033 | 0.0099 | 0.035 | -0.0013 | 0.0029 | -0.037 | 0.032 | 0.033 | -0.017 | 0.017 | 0.023 | 0.0093 | -0.0014 | 0.015 | -0.026 | -0.0032 | -0.011 | 0.012 | -0.03 | -0.075 | 0.14 | -0.035 | -0.039 | 0.0062 | 0.018 | 0.019 | 0.035 | 0.01 | 0.03 | -0.016 |
| interaction_16 | -0.00083 | 0.065 | -0.0085 | -0.067 | -0.092 | -0.046 | -0.055 | 0.23 | -0.0027 | -0.035 | 0.27 | -0.065 | -0.052 | -0.033 | -0.021 | 0.5 | -0.11 | -0.022 | -0.018 | -0.066 | -0.054 | -0.017 | -0.037 | 1.0 | -0.044 | -0.014 | -0.023 | -0.0099 | -0.021 | -0.01 | -0.0019 | -0.0021 | -0.043 | -0.027 | -0.023 | -0.02 | -0.012 | -0.0051 | -0.005 | -0.07 | -0.018 | -0.0062 | -0.028 | -0.0022 | -0.0014 | -0.032 | -0.0048 | -0.035 | -0.016 | -0.0037 | -0.013 | -0.0068 | -0.078 | -0.004 | -0.0038 | -0.002 | -0.0014 | -0.013 | -0.012 | -0.0036 | -0.1 | -0.02 | -0.012 | -0.022 | -0.045 | 0.16 | -0.042 | 0.0065 | -0.0088 | 0.006 | 0.005 | 0.0079 | -0.018 | 0.0024 | -0.024 | 0.0059 | -0.022 | 0.0039 | 0.056 | 0.0058 | -0.0086 | 0.12 | 0.022 | 0.0038 | -0.00075 | 0.011 | -0.00068 | 0.007 | 0.0033 | -0.00054 | 0.00023 | -0.03 | 0.0087 | 0.0088 | -0.013 | 0.055 | 0.077 | -0.0042 | -0.0036 | -0.0052 | -0.025 | -0.00042 | -0.0089 | 0.0054 | -0.028 | -0.057 | -0.0027 | -0.028 | 0.011 | 0.045 | 0.0094 | 0.037 | 0.0075 | 0.0016 | 0.0036 | 0.012 |
| interaction_17 | 0.014 | 0.0064 | -0.0041 | -0.1 | -0.14 | -0.069 | -0.083 | -0.12 | 0.00084 | -0.052 | -0.11 | -0.096 | -0.077 | -0.05 | -0.032 | -0.026 | 0.39 | -0.033 | -0.026 | -0.099 | -0.08 | -0.025 | -0.055 | -0.044 | 1.0 | -0.02 | -0.035 | -0.015 | -0.031 | -0.015 | -0.0028 | -0.0031 | -0.065 | -0.041 | -0.034 | -0.03 | -0.018 | -0.0077 | -0.0075 | -0.1 | -0.026 | -0.0092 | -0.042 | -0.0033 | -0.0021 | -0.047 | -0.0071 | -0.052 | -0.024 | -0.0055 | -0.019 | -0.01 | -0.12 | -0.006 | -0.0057 | -0.003 | -0.0021 | -0.019 | -0.018 | -0.0054 | -0.15 | -0.029 | -0.018 | -0.032 | 0.051 | -0.16 | 0.11 | 0.25 | -0.0084 | -0.0049 | -0.0004 | -0.0083 | 0.11 | -0.004 | -0.018 | 0.0036 | -0.021 | 0.029 | -0.0089 | 0.021 | 0.021 | 0.038 | 0.0026 | 0.02 | -0.0077 | 0.01 | 0.001 | 0.024 | -0.026 | 0.0025 | 0.0023 | -0.033 | -0.0031 | 0.0035 | -0.011 | -0.0019 | -0.0067 | 0.0021 | -0.0081 | -0.0099 | -0.04 | 0.0027 | 0.04 | -0.012 | -0.035 | -0.059 | -0.058 | 0.057 | 0.093 | 0.018 | 0.0059 | 0.00064 | -0.032 | -0.009 | 0.0032 | 0.11 |
| interaction_18 | 0.011 | -0.067 | 0.094 | -0.031 | -0.042 | -0.021 | -0.025 | -0.038 | -0.0012 | 0.25 | 0.11 | -0.03 | -0.024 | -0.015 | -0.0098 | -0.0079 | -0.052 | 0.22 | -0.0081 | -0.03 | -0.025 | -0.0076 | -0.017 | -0.014 | -0.02 | 1.0 | -0.011 | -0.0045 | -0.0096 | -0.0046 | -0.00087 | -0.00095 | -0.02 | -0.012 | -0.01 | -0.0093 | -0.0055 | -0.0024 | -0.0023 | -0.032 | -0.0081 | -0.0028 | -0.013 | -0.001 | -0.00064 | -0.014 | -0.0022 | -0.016 | -0.0073 | -0.0017 | -0.0058 | -0.0031 | -0.036 | -0.0018 | -0.0018 | -0.00093 | -0.00064 | -0.0058 | -0.0057 | -0.0017 | 0.075 | 0.0012 | -0.0031 | 0.0032 | 0.043 | -0.05 | 0.0022 | -0.048 | 0.0097 | -0.0027 | 0.0029 | -0.0043 | -0.012 | 0.0074 | 0.0042 | 0.026 | -0.0039 | 0.0009 | -0.018 | -0.0013 | 0.34 | 0.012 | -0.0028 | 0.0019 | -0.005 | -0.0048 | 0.0052 | 0.0043 | -0.0092 | 0.027 | 0.012 | 0.06 | -0.0064 | -0.004 | -0.0082 | -0.0013 | -0.0063 | -0.0037 | -0.0042 | -0.0013 | -0.021 | 0.0015 | 0.0076 | -0.0056 | -0.013 | -0.024 | -0.02 | 0.017 | 0.013 | -0.0027 | -0.003 | -0.0012 | -0.012 | -0.0058 | -0.0061 | -0.015 |
| interaction_20 | -0.024 | -0.15 | -0.0066 | 0.35 | -0.073 | -0.037 | -0.044 | -0.066 | -0.0021 | -0.027 | -0.057 | -0.051 | -0.041 | -0.026 | -0.017 | -0.014 | -0.091 | -0.017 | -0.014 | -0.052 | -0.043 | -0.013 | -0.029 | -0.023 | -0.035 | -0.011 | 1.0 | -0.0078 | -0.017 | -0.0079 | -0.0015 | -0.0016 | -0.034 | -0.022 | -0.018 | -0.016 | -0.0094 | -0.0041 | -0.004 | -0.055 | -0.014 | -0.0049 | -0.022 | -0.0017 | -0.0011 | -0.025 | -0.0038 | -0.028 | -0.013 | -0.0029 | -0.01 | -0.0054 | -0.061 | -0.0032 | -0.003 | -0.0016 | -0.0011 | -0.01 | -0.0098 | -0.0029 | -0.082 | -0.016 | 0.2 | 0.42 | -0.017 | -0.086 | 0.22 | -0.083 | 0.031 | -0.0046 | -0.0024 | -0.0085 | -0.0098 | 0.0018 | -0.0057 | -0.0043 | 0.046 | -0.0035 | -0.029 | -0.0023 | -0.0031 | -0.017 | -0.0024 | -0.0033 | -0.0087 | 0.0072 | -0.0015 | -0.014 | -0.015 | -0.0036 | -0.007 | -0.013 | -0.011 | -0.007 | 0.019 | -0.0064 | -0.0094 | -0.01 | -0.0045 | -0.0043 | -0.03 | -0.0064 | 0.0055 | -0.0053 | 0.22 | -0.0074 | -0.036 | -0.0083 | -0.017 | -0.0047 | -0.0044 | -0.0054 | -0.022 | 0.057 | -0.012 | -0.026 |
| interaction_22 | 0.031 | -0.046 | 0.0028 | 0.15 | -0.031 | -0.016 | -0.018 | -0.028 | -0.00089 | -0.012 | -0.024 | 0.15 | -0.017 | -0.011 | -0.0071 | -0.0057 | -0.038 | -0.0074 | -0.0059 | -0.022 | -0.018 | -0.0055 | -0.012 | -0.0099 | -0.015 | -0.0045 | -0.0078 | 1.0 | -0.007 | -0.0033 | -0.00063 | -0.00069 | -0.014 | -0.0091 | -0.0075 | -0.0067 | -0.004 | -0.0017 | -0.0017 | -0.023 | -0.0059 | -0.0021 | -0.0094 | -0.00073 | -0.00047 | -0.011 | -0.0016 | -0.012 | -0.0053 | -0.0012 | -0.0042 | -0.0023 | -0.026 | -0.0013 | -0.0013 | -0.00068 | -0.00047 | -0.0042 | -0.0041 | -0.0012 | 0.071 | 0.056 | -0.0024 | -0.0064 | -0.014 | -0.036 | -0.0025 | -0.035 | -0.008 | -0.0019 | -0.001 | -0.0045 | 0.009 | -0.0043 | 0.00063 | 0.0025 | 0.049 | -0.0015 | -0.014 | -0.00096 | -0.0029 | -0.01 | -0.0021 | -0.0019 | -0.0037 | -0.0042 | 0.00065 | 0.0092 | -0.0069 | -0.0015 | 0.0052 | -0.012 | -0.0046 | -0.0029 | 0.032 | -0.0031 | -0.0052 | -0.0042 | 0.016 | -0.0036 | -0.013 | -0.0031 | -0.0036 | 0.043 | 0.0042 | 0.0011 | -0.015 | 0.00064 | 0.011 | -0.002 | -0.0039 | -0.0023 | -0.0096 | -0.0097 | -0.0051 | -0.011 |
| interaction_23 | -0.014 | -0.055 | -0.00032 | 0.11 | 0.099 | -0.033 | -0.039 | -0.059 | -0.0019 | -0.025 | -0.051 | 0.16 | 0.16 | -0.024 | -0.015 | -0.012 | -0.081 | -0.016 | -0.012 | -0.047 | -0.038 | -0.012 | -0.026 | -0.021 | -0.031 | -0.0096 | -0.017 | -0.007 | 1.0 | -0.0071 | -0.0013 | -0.0015 | -0.031 | -0.019 | -0.016 | -0.014 | -0.0084 | -0.0036 | -0.0036 | -0.049 | -0.013 | -0.0044 | -0.02 | -0.0016 | -0.00099 | -0.022 | -0.0034 | -0.025 | -0.011 | -0.0026 | -0.0089 | -0.0048 | -0.055 | -0.0028 | -0.0027 | -0.0014 | -0.00099 | -0.0089 | -0.0088 | -0.0026 | 0.13 | 0.097 | -0.0061 | -0.011 | 0.012 | -0.077 | -0.021 | -0.074 | -0.017 | -0.0041 | -0.0022 | -0.0077 | -0.017 | -0.0092 | -0.011 | -0.0051 | 0.033 | -0.0032 | -0.029 | -0.002 | -0.006 | -0.019 | -0.0044 | -0.0041 | -0.0078 | -0.0055 | -0.0046 | -0.0026 | -0.022 | -0.0032 | -0.0061 | 0.042 | -0.0098 | -0.0062 | 0.023 | -0.0065 | -0.01 | -0.0089 | -0.0082 | 0.029 | -0.026 | -0.0065 | -0.0075 | -0.01 | 0.1 | 0.073 | -0.032 | -0.007 | -0.0034 | -0.0042 | -0.0082 | -0.0048 | -0.019 | -0.02 | -0.011 | -0.024 |
| interaction_24 | -0.0058 | 0.012 | -0.0001 | 0.057 | -0.031 | 0.11 | -0.019 | -0.028 | -0.0009 | -0.012 | -0.024 | 0.072 | -0.017 | 0.13 | -0.0072 | -0.0058 | -0.039 | -0.0074 | -0.0059 | -0.022 | -0.018 | -0.0056 | -0.012 | -0.01 | -0.015 | -0.0046 | -0.0079 | -0.0033 | -0.0071 | 1.0 | -0.00064 | -0.0007 | -0.015 | -0.0092 | -0.0076 | -0.0068 | -0.004 | -0.0017 | -0.0017 | -0.024 | -0.006 | -0.0021 | -0.0095 | -0.00074 | -0.00047 | -0.011 | -0.0016 | -0.012 | -0.0054 | -0.0012 | -0.0043 | -0.0023 | -0.026 | -0.0013 | -0.0013 | -0.00068 | -0.00047 | -0.0043 | -0.0042 | -0.0012 | 0.077 | 0.026 | -0.004 | -0.0022 | -0.0053 | -0.037 | -0.01 | -0.035 | -0.0081 | -0.002 | -0.001 | -0.0046 | -0.012 | 0.05 | 0.0045 | -0.00073 | -0.0077 | -0.0015 | -0.011 | -0.00097 | -0.0029 | -0.0097 | -0.0021 | -0.002 | -0.0037 | -0.0043 | -0.0022 | -0.0061 | -0.0099 | -0.0016 | 0.026 | 0.039 | -0.0047 | -0.003 | 0.0042 | -0.0031 | -0.0053 | -0.0043 | -0.0039 | 0.0046 | -0.0045 | -0.0031 | -0.0036 | -0.0048 | 0.0033 | 0.03 | -0.015 | -0.00079 | 0.00062 | -0.002 | -0.0039 | -0.0023 | -0.0097 | 0.0051 | -0.0051 | -0.011 |
| interaction_25 | 0.0037 | -0.0046 | -0.00051 | 0.00057 | -0.0059 | -0.003 | 0.029 | -0.0053 | -0.00017 | -0.0022 | -0.0046 | 0.024 | -0.0033 | -0.0021 | 0.012 | -0.0011 | -0.0073 | -0.0014 | -0.0011 | -0.0042 | -0.0034 | -0.0011 | -0.0024 | -0.0019 | -0.0028 | -0.00087 | -0.0015 | -0.00063 | -0.0013 | -0.00064 | 1.0 | -0.00013 | -0.0028 | -0.0017 | -0.0014 | -0.0013 | -0.00076 | -0.00033 | -0.00032 | -0.0045 | -0.0011 | -0.00039 | -0.0018 | -0.00014 | -8.9e-05 | -0.002 | -0.0003 | -0.0022 | -0.001 | -0.00023 | -0.00081 | -0.00043 | -0.0049 | -0.00025 | -0.00024 | -0.00013 | -8.9e-05 | -0.0008 | -0.00079 | -0.00023 | -0.0066 | -0.0013 | -0.00075 | -0.0014 | -0.0029 | 0.017 | -0.0029 | -0.0067 | -0.0015 | -0.00037 | -0.0002 | -0.00087 | -0.0024 | -0.00083 | -0.0017 | -0.00073 | 0.0032 | -0.00029 | -0.0027 | -0.00018 | -0.00055 | -0.0019 | -0.0004 | -0.00037 | -0.0007 | -0.00081 | -0.00041 | 0.0041 | 0.0039 | -0.00029 | -0.001 | -0.0022 | -0.00088 | -0.00056 | 0.026 | -0.00058 | -0.001 | -0.00081 | -0.00074 | -0.00069 | -0.0031 | -0.00059 | -0.00068 | -0.00091 | -0.0019 | 0.0045 | -0.0029 | -0.002 | -0.00095 | -0.00038 | -0.00074 | -0.00043 | -0.0018 | 0.0043 | -0.00097 | -0.0021 |
| interaction_26 | 0.0032 | -0.0037 | -0.00061 | 0.0086 | -0.0065 | -0.0032 | -0.0039 | 0.013 | -0.00019 | -0.0024 | -0.005 | 0.018 | -0.0036 | -0.0023 | -0.0015 | 0.045 | -0.008 | -0.0015 | -0.0012 | -0.0046 | -0.0038 | -0.0012 | -0.0026 | -0.0021 | -0.0031 | -0.00095 | -0.0016 | -0.00069 | -0.0015 | -0.0007 | -0.00013 | 1.0 | -0.003 | -0.0019 | -0.0016 | -0.0014 | -0.00083 | -0.00036 | -0.00035 | -0.0049 | -0.0012 | -0.00043 | -0.002 | -0.00015 | -9.8e-05 | -0.0022 | -0.00033 | -0.0024 | -0.0011 | -0.00026 | -0.00088 | -0.00047 | -0.0054 | -0.00028 | -0.00027 | -0.00014 | -9.8e-05 | -0.00088 | -0.00087 | -0.00025 | -0.0072 | -0.0014 | -0.00082 | -0.0015 | -0.0031 | -0.002 | -0.0032 | 0.014 | -0.0017 | -0.0004 | -0.00022 | -0.00095 | -0.0026 | -0.00091 | 0.0047 | -0.0008 | 0.0023 | -0.00031 | -0.0029 | -0.0002 | -0.0006 | -0.0021 | -0.00043 | -0.00041 | -0.00077 | -0.00089 | -0.00045 | -0.0013 | -0.0023 | -0.00032 | -0.0011 | 0.0027 | -0.00097 | -0.00062 | 0.023 | -0.00064 | -0.0011 | -0.00088 | -0.00081 | -0.00076 | -0.0015 | -0.00064 | -0.00074 | -0.001 | -0.002 | 0.0075 | -0.0032 | -0.0022 | -0.0034 | -0.00042 | -0.00081 | -0.00047 | -0.002 | -0.0022 | -0.0011 | -0.0023 |
| interaction_27 | 0.012 | -0.17 | 0.016 | 0.64 | -0.14 | -0.068 | -0.081 | -0.12 | -0.0023 | -0.051 | -0.11 | -0.094 | -0.075 | -0.049 | -0.031 | -0.025 | 0.38 | -0.032 | -0.026 | -0.097 | -0.079 | -0.024 | -0.054 | -0.043 | -0.065 | -0.02 | -0.034 | -0.014 | -0.031 | -0.015 | -0.0028 | -0.003 | 1.0 | -0.04 | -0.033 | -0.03 | -0.017 | -0.0075 | -0.0074 | -0.1 | -0.026 | -0.009 | -0.041 | -0.0032 | -0.0021 | -0.046 | -0.007 | -0.051 | -0.023 | -0.0054 | -0.019 | -0.0099 | -0.11 | -0.0058 | -0.0056 | -0.003 | -0.0021 | -0.018 | -0.018 | -0.0053 | -0.15 | -0.029 | -0.017 | -0.03 | -0.0094 | -0.16 | 0.016 | 0.34 | 0.021 | -0.0085 | -0.0045 | -0.016 | 0.058 | 0.041 | 0.027 | -0.006 | 0.084 | -0.0026 | -0.051 | -0.0027 | -0.011 | -0.038 | -0.0091 | -0.0078 | -0.015 | 0.0082 | -0.0081 | -0.019 | -0.027 | -0.0067 | 0.0012 | -0.034 | -0.02 | -0.013 | 0.014 | -0.011 | -0.022 | -0.018 | -0.0019 | 0.0079 | -0.024 | -0.013 | 0.012 | 0.0054 | 0.17 | -0.015 | -0.067 | -0.02 | -0.018 | -0.0087 | -0.014 | -0.0099 | -0.041 | 0.1 | -0.021 | -0.049 |
| interaction_28 | -0.078 | -0.0051 | 0.00096 | 0.041 | -0.085 | -0.043 | -0.051 | -0.077 | -0.0025 | 0.6 | -0.066 | 0.32 | -0.047 | -0.031 | -0.02 | -0.016 | -0.1 | 0.26 | -0.016 | -0.061 | -0.049 | -0.015 | -0.034 | -0.027 | -0.041 | -0.012 | -0.022 | -0.0091 | -0.019 | -0.0092 | -0.0017 | -0.0019 | -0.04 | 1.0 | -0.021 | -0.019 | -0.011 | -0.0047 | -0.0046 | -0.064 | -0.016 | -0.0057 | -0.026 | -0.002 | -0.0013 | -0.029 | -0.0044 | -0.032 | -0.015 | -0.0034 | -0.012 | -0.0062 | -0.071 | -0.0037 | -0.0035 | -0.0019 | -0.0013 | -0.012 | -0.011 | -0.0033 | 0.13 | 0.019 | -0.0091 | 0.024 | 0.095 | -0.1 | -0.028 | -0.096 | -0.02 | -0.0053 | -0.00064 | -0.013 | -0.027 | -0.011 | -0.011 | -0.0082 | 0.01 | -0.0041 | -0.038 | -0.0026 | -0.0039 | -0.025 | -0.0046 | -0.003 | -0.01 | -0.0074 | -0.0038 | -0.01 | -0.027 | -0.0027 | -0.0036 | -0.017 | -0.013 | -0.0081 | 0.058 | -0.0062 | -0.014 | -0.012 | -0.0078 | -0.0075 | -0.039 | -0.0077 | -0.0079 | -0.012 | 0.066 | 0.21 | -0.042 | -0.023 | -0.025 | -0.0055 | -0.0095 | -0.0062 | -0.026 | -0.025 | -0.013 | -0.031 |
| interaction_30 | -0.011 | 0.0037 | -0.0076 | -0.051 | 0.24 | -0.035 | -0.042 | -0.064 | -0.002 | -0.026 | -0.055 | -0.049 | -0.039 | -0.025 | -0.016 | -0.013 | -0.087 | -0.017 | -0.013 | -0.05 | -0.041 | -0.013 | -0.028 | -0.023 | -0.034 | -0.01 | -0.018 | -0.0075 | -0.016 | -0.0076 | -0.0014 | -0.0016 | -0.033 | -0.021 | 1.0 | -0.015 | -0.009 | -0.0039 | -0.0038 | -0.053 | -0.014 | -0.0047 | -0.021 | -0.0017 | -0.0011 | -0.024 | -0.0036 | -0.027 | -0.012 | -0.0028 | -0.0096 | -0.0052 | -0.059 | -0.003 | -0.0029 | -0.0015 | -0.0011 | -0.0096 | -0.0094 | -0.0028 | -0.079 | -0.015 | 0.14 | 0.14 | 0.093 | -0.083 | 0.25 | -0.08 | -0.017 | -0.0044 | 0.00027 | -0.0098 | 0.026 | -0.0061 | 0.023 | -0.0066 | 0.013 | -0.0034 | 0.033 | -0.0022 | -0.0037 | -0.018 | -0.0021 | -0.0044 | -0.0054 | -0.0033 | -0.0024 | -0.0079 | -0.013 | -0.0017 | -0.0078 | 0.056 | -0.0023 | -0.0067 | 0.0043 | -0.0061 | -0.011 | 0.013 | -0.0061 | -0.0061 | -0.011 | 0.0096 | -0.0058 | -0.0097 | 0.055 | -0.021 | -0.032 | -0.014 | -0.017 | -0.0045 | 0.0038 | -0.004 | -0.011 | -0.013 | -0.0052 | 0.042 |
| interaction_33 | 0.011 | -0.0039 | -0.0021 | -0.046 | 0.22 | -0.032 | -0.038 | -0.057 | -0.0018 | -0.024 | -0.049 | -0.044 | 0.39 | -0.023 | -0.014 | -0.012 | -0.078 | -0.015 | -0.012 | -0.045 | -0.037 | -0.011 | -0.025 | -0.02 | -0.03 | -0.0093 | -0.016 | -0.0067 | -0.014 | -0.0068 | -0.0013 | -0.0014 | -0.03 | -0.019 | -0.015 | 1.0 | -0.0081 | -0.0035 | -0.0034 | -0.048 | -0.012 | -0.0042 | -0.019 | -0.0015 | -0.00095 | -0.021 | -0.0032 | -0.024 | -0.011 | -0.0025 | -0.0086 | -0.0046 | -0.053 | -0.0027 | -0.0026 | -0.0014 | -0.00095 | -0.0086 | -0.0084 | -0.0025 | 0.17 | 0.015 | 0.012 | -0.012 | -0.019 | -0.074 | -0.017 | -0.072 | -0.015 | -0.0039 | 0.00082 | -0.004 | -0.011 | -0.0061 | 0.099 | -0.0054 | 0.012 | -0.003 | -0.022 | -0.002 | -0.0058 | -0.019 | -0.0042 | 0.0022 | 0.0016 | -0.0044 | -0.0044 | 0.0033 | 0.008 | -0.0012 | -0.0072 | 0.029 | -0.0081 | -0.0009 | -0.0034 | -0.0062 | -0.0089 | -0.0029 | -0.004 | -0.0049 | 0.026 | 0.0035 | -0.0073 | -0.0053 | -0.01 | 0.02 | -0.022 | -0.01 | -0.0098 | -0.0041 | -0.0048 | 0.00067 | -0.016 | -0.019 | 0.0027 | -0.0012 |
| interaction_34 | 0.023 | 0.013 | 0.00051 | -0.027 | 0.052 | 0.11 | -0.022 | -0.033 | -0.0011 | -0.014 | -0.029 | -0.026 | 0.095 | 0.18 | -0.0085 | -0.0069 | -0.046 | -0.0088 | -0.007 | -0.026 | -0.022 | -0.0067 | -0.015 | -0.012 | -0.018 | -0.0055 | -0.0094 | -0.004 | -0.0084 | -0.004 | -0.00076 | -0.00083 | -0.017 | -0.011 | -0.009 | -0.0081 | 1.0 | -0.0021 | -0.002 | -0.028 | -0.0071 | -0.0025 | -0.011 | -0.00088 | -0.00056 | -0.013 | -0.0019 | -0.014 | -0.0064 | -0.0015 | -0.0051 | -0.0027 | -0.031 | -0.0016 | -0.0015 | -0.00081 | -0.00056 | -0.005 | -0.005 | -0.0014 | 0.098 | 0.021 | -0.0047 | -0.0065 | -0.0096 | -0.044 | -0.014 | -0.042 | -0.0084 | -0.0023 | -0.0012 | -0.00099 | -0.013 | 0.003 | 0.036 | -0.0033 | 0.023 | -0.0018 | -0.015 | -0.0011 | -0.0034 | -0.0091 | -0.0025 | -0.0023 | 0.0025 | -0.0051 | -0.0026 | -0.0047 | -0.005 | -0.0018 | -0.0044 | 0.055 | 0.037 | -0.0018 | 0.0006 | -0.0037 | -0.0063 | -0.0051 | -0.0047 | -0.003 | 0.012 | -0.0037 | -0.0043 | -0.0025 | -0.012 | -0.0052 | -0.016 | 0.0054 | 0.0048 | -0.0024 | -0.0046 | -0.0027 | -0.01 | -0.011 | -0.0061 | -0.013 |
| interaction_35 | 0.0027 | -0.0018 | -0.0013 | -0.012 | -0.0015 | -0.0081 | 0.072 | -0.015 | -0.00046 | -0.006 | -0.012 | -0.011 | 0.078 | -0.0058 | 0.046 | -0.003 | -0.02 | -0.0038 | -0.003 | -0.011 | -0.0093 | -0.0029 | -0.0064 | -0.0051 | -0.0077 | -0.0024 | -0.0041 | -0.0017 | -0.0036 | -0.0017 | -0.00033 | -0.00036 | -0.0075 | -0.0047 | -0.0039 | -0.0035 | -0.0021 | 1.0 | -0.00088 | -0.012 | -0.0031 | -0.0011 | -0.0049 | -0.00038 | -0.00024 | -0.0055 | -0.00083 | -0.006 | -0.0028 | -0.00064 | -0.0022 | -0.0012 | -0.013 | -0.00069 | -0.00066 | -0.00035 | -0.00024 | -0.0022 | -0.0021 | -0.00063 | -0.018 | -0.0034 | -0.002 | -0.0037 | -0.0078 | 0.047 | -0.0079 | -0.018 | -0.0042 | -0.001 | -0.00053 | 0.0002 | 0.0082 | -0.0023 | 0.019 | -0.002 | -0.0069 | -0.00078 | 0.0033 | -0.0005 | -0.0015 | -0.0053 | -0.0011 | -0.001 | -0.0019 | -0.0022 | -0.0011 | -0.0031 | 0.0086 | -0.0008 | -0.0027 | 0.0033 | 0.013 | 0.0024 | -0.0031 | -0.0016 | -0.0027 | 0.037 | 0.01 | -0.0019 | -0.0046 | -0.0016 | -0.0019 | -2.6e-05 | -0.0051 | -0.011 | 0.00023 | -0.0053 | -0.0037 | -0.001 | 0.046 | -0.0012 | -1.3e-05 | -0.00073 | -0.00035 | -0.0025 |
| interaction_36 | -0.0027 | 0.011 | -0.0015 | -0.011 | 0.019 | -0.0079 | -0.0094 | 0.024 | -0.00045 | -0.0059 | -0.012 | -0.011 | 0.045 | -0.0057 | -0.0036 | 0.14 | -0.019 | -0.0038 | -0.003 | -0.011 | -0.0091 | -0.0028 | -0.0063 | -0.005 | -0.0075 | -0.0023 | -0.004 | -0.0017 | -0.0036 | -0.0017 | -0.00032 | -0.00035 | -0.0074 | -0.0046 | -0.0038 | -0.0034 | -0.002 | -0.00088 | 1.0 | -0.012 | -0.003 | -0.001 | -0.0048 | -0.00037 | -0.00024 | -0.0054 | -0.00081 | -0.0059 | -0.0027 | -0.00062 | -0.0021 | -0.0012 | -0.013 | -0.00068 | -0.00065 | -0.00034 | -0.00024 | -0.0021 | -0.0021 | -0.00061 | -0.018 | -0.0033 | -0.002 | -0.0037 | -0.0025 | 0.0062 | -0.0053 | 0.019 | -0.0041 | -0.00098 | -0.00052 | 0.0003 | 0.0027 | -0.0022 | 0.00081 | -0.0019 | -0.0067 | -0.00076 | 0.019 | -0.00049 | -0.0015 | 0.002 | 0.0047 | -0.00099 | -0.0019 | -0.0022 | -0.0011 | 0.0009 | 2.5e-05 | -0.00078 | -0.0027 | 0.018 | -0.0024 | 0.0025 | 0.001 | -0.0016 | -0.00037 | 0.00068 | -0.002 | -0.0019 | 0.0012 | -0.0016 | -0.0018 | -0.0024 | -0.005 | -0.0072 | -0.00027 | -0.0052 | -0.0034 | -0.001 | -0.002 | -0.0012 | 0.0015 | -0.0029 | -0.00024 | 0.0043 |
| interaction_37 | -0.013 | -0.01 | -0.012 | -0.16 | 0.76 | -0.11 | -0.13 | -0.2 | -0.0041 | -0.082 | -0.17 | -0.15 | -0.12 | -0.079 | -0.05 | -0.04 | 0.61 | -0.052 | -0.041 | -0.16 | -0.13 | -0.039 | -0.087 | -0.07 | -0.1 | -0.032 | -0.055 | -0.023 | -0.049 | -0.024 | -0.0045 | -0.0049 | -0.1 | -0.064 | -0.053 | -0.048 | -0.028 | -0.012 | -0.012 | 1.0 | -0.042 | -0.015 | -0.066 | -0.0052 | -0.0033 | -0.074 | -0.011 | -0.082 | -0.038 | -0.0086 | -0.03 | -0.016 | -0.18 | -0.0094 | -0.009 | -0.0048 | -0.0033 | -0.03 | -0.029 | -0.0085 | -0.24 | -0.046 | -0.028 | -0.05 | 0.02 | -0.26 | -0.051 | 0.56 | -0.044 | -0.0069 | -0.0043 | -0.024 | 0.068 | -0.013 | 0.049 | 0.008 | -0.013 | -0.0072 | -0.062 | -0.0026 | -0.015 | -0.059 | -0.013 | 0.00059 | -0.0087 | -0.016 | -0.0097 | -0.0093 | -0.0061 | 0.0099 | -0.027 | -0.0061 | -8.5e-05 | -0.0032 | -0.015 | -0.02 | -0.032 | 0.035 | -0.02 | -0.018 | 0.037 | 0.0036 | 0.018 | -0.014 | -0.022 | 0.016 | -0.061 | -0.0042 | 0.08 | -0.004 | 0.016 | -0.012 | -0.055 | -0.049 | -0.0012 | 0.21 |
| interaction_38 | -0.0046 | 0.0022 | -0.003 | -0.04 | 0.083 | -0.028 | -0.033 | -0.05 | -0.0016 | 0.21 | -0.043 | -0.039 | 0.13 | -0.02 | -0.013 | -0.01 | -0.068 | 0.44 | -0.011 | -0.04 | -0.032 | -0.0099 | -0.022 | -0.018 | -0.026 | -0.0081 | -0.014 | -0.0059 | -0.013 | -0.006 | -0.0011 | -0.0012 | -0.026 | -0.016 | -0.014 | -0.012 | -0.0071 | -0.0031 | -0.003 | -0.042 | 1.0 | -0.0037 | -0.017 | -0.0013 | -0.00084 | -0.019 | -0.0029 | -0.021 | -0.0095 | -0.0022 | -0.0076 | -0.0041 | -0.046 | -0.0024 | -0.0023 | -0.0012 | -0.00084 | -0.0075 | -0.0074 | -0.0022 | 0.085 | -0.0076 | -0.007 | -0.011 | 0.099 | -0.065 | -0.0088 | -0.063 | -0.014 | -0.0035 | -0.0018 | -0.0059 | -0.02 | -0.007 | 0.066 | -0.0015 | 0.012 | -0.0027 | -0.018 | -0.0017 | -0.0051 | -0.017 | -0.0037 | 1.1e-05 | -0.0056 | -0.006 | -0.0039 | 0.0086 | -0.018 | -0.0027 | -0.0055 | -0.0069 | -0.0068 | -0.0053 | 0.056 | -0.0055 | -0.0087 | -0.0051 | -0.0061 | -0.0037 | -0.027 | 0.0011 | -0.0064 | -0.0085 | -0.0093 | 0.095 | -0.026 | -0.0099 | 0.0036 | -0.0018 | -0.0052 | -0.0041 | -0.016 | -0.016 | -0.0091 | -0.02 |
| interaction_40 | 0.011 | 0.0075 | -0.0021 | -0.014 | -0.019 | 0.13 | -0.012 | -0.017 | -0.00056 | -0.0072 | -0.015 | -0.013 | -0.011 | -0.007 | -0.0044 | -0.0036 | -0.024 | -0.0046 | -0.0036 | -0.014 | -0.011 | -0.0035 | -0.0077 | -0.0062 | -0.0092 | -0.0028 | -0.0049 | -0.0021 | -0.0044 | -0.0021 | -0.00039 | -0.00043 | -0.009 | -0.0057 | -0.0047 | -0.0042 | -0.0025 | -0.0011 | -0.001 | -0.015 | -0.0037 | 1.0 | -0.0059 | -0.00046 | -0.00029 | -0.0065 | -0.00099 | -0.0072 | -0.0033 | -0.00076 | -0.0026 | -0.0014 | -0.016 | -0.00083 | -0.0008 | -0.00042 | -0.00029 | -0.0026 | -0.0026 | -0.00075 | -0.022 | -0.0041 | 0.005 | 0.019 | -0.0031 | -0.023 | 0.11 | -0.022 | -0.005 | -0.0012 | -0.00064 | -0.0028 | -0.0077 | -0.0027 | 0.0032 | -0.0024 | 0.0015 | -0.00093 | -0.0087 | -0.0006 | -0.0018 | -0.0053 | -0.0013 | -0.0012 | 0.00038 | -0.0026 | -0.0013 | -0.0038 | 0.012 | -0.00095 | -0.0014 | 0.029 | -0.0029 | -0.0018 | -0.0004 | -0.0019 | -0.0032 | -0.0026 | -0.0024 | -0.0023 | -0.0024 | 0.0013 | -0.0022 | -0.003 | -0.003 | 0.0065 | -0.0074 | 0.016 | 0.005 | -0.0012 | 0.0077 | -0.0014 | -0.006 | -0.0045 | -0.0032 | -0.0069 |
| interaction_44 | 0.0028 | 0.0035 | 0.0062 | -0.064 | -0.088 | 0.61 | -0.053 | -0.079 | -0.0025 | -0.033 | -0.068 | -0.061 | -0.049 | 0.84 | -0.02 | -0.016 | -0.11 | -0.021 | -0.017 | -0.063 | -0.051 | -0.016 | -0.035 | -0.028 | -0.042 | -0.013 | -0.022 | -0.0094 | -0.02 | -0.0095 | -0.0018 | -0.002 | -0.041 | -0.026 | -0.021 | -0.019 | -0.011 | -0.0049 | -0.0048 | -0.066 | -0.017 | -0.0059 | 1.0 | -0.0021 | -0.0013 | -0.03 | -0.0045 | -0.033 | -0.015 | -0.0035 | -0.012 | -0.0065 | -0.074 | -0.0038 | -0.0036 | -0.0019 | -0.0013 | -0.012 | -0.012 | -0.0034 | 0.26 | -0.0039 | -0.011 | -0.02 | -0.036 | -0.1 | -0.034 | -0.1 | -0.023 | 0.0046 | -0.0029 | -0.0019 | -0.035 | 0.0013 | -0.013 | -0.0012 | -0.019 | -0.0043 | -0.033 | -0.0027 | -0.0081 | 0.0047 | -0.0059 | -0.0044 | 0.032 | -0.0007 | -0.0051 | 0.0083 | 0.051 | -0.003 | -0.012 | 0.037 | -0.012 | -0.0084 | -0.0036 | -0.008 | -0.015 | -0.012 | -0.0088 | -0.0037 | 0.061 | -0.0088 | -0.01 | -0.0085 | -0.027 | 0.048 | -0.041 | 0.033 | 0.024 | -0.0057 | 0.0037 | -0.0026 | -0.022 | -0.011 | -0.014 | -0.032 |
| interaction_45 | -0.002 | 0.0038 | -0.00055 | -0.005 | -0.0068 | 0.0097 | 0.028 | -0.0062 | -0.0002 | -0.0026 | -0.0053 | -0.0048 | -0.0038 | 0.048 | 0.026 | -0.0013 | -0.0085 | -0.0016 | -0.0013 | -0.0049 | -0.004 | -0.0012 | -0.0027 | -0.0022 | -0.0033 | -0.001 | -0.0017 | -0.00073 | -0.0016 | -0.00074 | -0.00014 | -0.00015 | -0.0032 | -0.002 | -0.0017 | -0.0015 | -0.00088 | -0.00038 | -0.00037 | -0.0052 | -0.0013 | -0.00046 | -0.0021 | 1.0 | -0.0001 | -0.0023 | -0.00035 | -0.0026 | -0.0012 | -0.00027 | -0.00094 | -0.0005 | -0.0057 | -0.0003 | -0.00028 | -0.00015 | -0.0001 | -0.00093 | -0.00092 | -0.00027 | -0.0077 | -0.0015 | -0.00087 | -0.0016 | -0.0014 | 0.019 | -0.0034 | -0.0078 | -0.0018 | -0.00043 | -0.00023 | -0.001 | -0.0028 | -0.00096 | 0.0073 | -0.00085 | -0.0036 | -0.00033 | 0.0072 | -0.00021 | -0.00063 | -0.0023 | -0.00046 | -0.00043 | -0.00081 | -0.00094 | -0.00048 | -0.0013 | -0.0024 | -0.00034 | -0.0012 | 0.0096 | 0.0049 | -0.00065 | -0.0013 | -0.00068 | -0.0012 | -0.00094 | -0.00086 | -0.00081 | 0.0054 | -0.00068 | -0.00079 | 0.0047 | -0.0022 | -0.0028 | -0.0015 | -0.0023 | -0.0036 | -0.00044 | -0.00086 | -0.0005 | -0.0021 | 0.0086 | -0.0011 | -0.0025 |
| interaction_46 | -0.00013 | 0.0025 | -6.1e-06 | -0.0032 | -0.0044 | 0.0096 | -0.0026 | 0.0092 | -0.00013 | -0.0016 | -0.0034 | -0.0031 | -0.0024 | 0.026 | -0.001 | 0.029 | -0.0054 | -0.001 | -0.00083 | -0.0031 | -0.0025 | -0.00079 | -0.0017 | -0.0014 | -0.0021 | -0.00064 | -0.0011 | -0.00047 | -0.00099 | -0.00047 | -8.9e-05 | -9.8e-05 | -0.0021 | -0.0013 | -0.0011 | -0.00095 | -0.00056 | -0.00024 | -0.00024 | -0.0033 | -0.00084 | -0.00029 | -0.0013 | -0.0001 | 1.0 | -0.0015 | -0.00023 | -0.0016 | -0.00075 | -0.00017 | -0.0006 | -0.00032 | -0.0037 | -0.00019 | -0.00018 | -9.6e-05 | -6.6e-05 | -0.0006 | -0.00059 | -0.00017 | -0.0049 | -0.00093 | -0.00056 | -0.001 | -0.0021 | 0.0031 | -0.0022 | 0.005 | -0.0011 | -0.00027 | -0.00015 | -0.00064 | -0.0018 | -0.00061 | -0.0013 | 0.011 | -0.0023 | -0.00021 | 0.0012 | -0.00014 | -0.0004 | -0.0014 | -0.00029 | -0.00028 | -0.00052 | -0.0006 | -0.00031 | -0.00085 | 0.0025 | -0.00022 | -0.00074 | 0.006 | -0.00065 | -0.00042 | -0.00084 | -0.00043 | -0.00074 | -0.0006 | -0.00055 | -0.00051 | 0.00053 | -0.00044 | -0.0005 | -0.00068 | -0.0014 | 0.0027 | -0.0022 | -0.0015 | 0.0034 | -0.00028 | -0.00055 | -0.00032 | -0.0014 | -0.0015 | -0.00072 | -0.0016 |
| interaction_47 | 0.0032 | 0.046 | 0.0039 | -0.072 | -0.098 | 0.68 | -0.059 | -0.089 | -0.0028 | -0.037 | -0.076 | -0.069 | -0.055 | -0.036 | -0.023 | -0.018 | 0.28 | -0.023 | -0.019 | -0.07 | -0.057 | -0.018 | -0.039 | -0.032 | -0.047 | -0.014 | -0.025 | -0.011 | -0.022 | -0.011 | -0.002 | -0.0022 | -0.046 | -0.029 | -0.024 | -0.021 | -0.013 | -0.0055 | -0.0054 | -0.074 | -0.019 | -0.0065 | -0.03 | -0.0023 | -0.0015 | 1.0 | -0.0051 | -0.037 | -0.017 | -0.0039 | -0.013 | -0.0072 | -0.082 | -0.0042 | -0.0041 | -0.0022 | -0.0015 | -0.013 | -0.013 | -0.0038 | -0.11 | -0.021 | -0.013 | -0.023 | -0.046 | -0.12 | -0.038 | 0.29 | -0.025 | -0.0031 | -0.0033 | -0.0076 | -0.03 | -0.011 | 0.014 | -0.0086 | -0.027 | -0.0048 | -0.04 | -0.003 | -0.0091 | -0.023 | -0.0056 | -0.0062 | 0.014 | -0.0098 | -0.0069 | -0.009 | 0.1 | -0.0036 | -0.0084 | -0.024 | 0.0087 | 0.021 | -0.011 | -0.0097 | -0.016 | -0.012 | -0.0088 | -0.01 | 0.076 | -0.0098 | -0.0097 | -0.014 | -0.03 | 0.015 | 0.021 | 0.035 | 0.012 | -0.0053 | 0.014 | -0.0072 | -0.031 | 0.035 | -0.005 | -0.032 |
| interaction_48 | 0.018 | -0.0041 | 0.00084 | -0.011 | -0.015 | 0.045 | -0.0089 | -0.013 | -0.00043 | 0.07 | -0.012 | -0.01 | -0.0083 | 0.073 | -0.0034 | -0.0028 | -0.018 | 0.1 | -0.0028 | -0.011 | -0.0086 | -0.0027 | -0.0059 | -0.0048 | -0.0071 | -0.0022 | -0.0038 | -0.0016 | -0.0034 | -0.0016 | -0.0003 | -0.00033 | -0.007 | -0.0044 | -0.0036 | -0.0032 | -0.0019 | -0.00083 | -0.00081 | -0.011 | -0.0029 | -0.00099 | -0.0045 | -0.00035 | -0.00023 | -0.0051 | 1.0 | -0.0056 | -0.0026 | -0.00059 | -0.002 | -0.0011 | -0.012 | -0.00064 | -0.00062 | -0.00033 | -0.00023 | -0.002 | -0.002 | -0.00058 | 0.039 | -0.0012 | -0.0019 | -0.0035 | 0.00087 | -0.017 | -0.0065 | -0.017 | -0.0039 | -0.00093 | -0.0005 | -0.0022 | -0.006 | -0.0021 | 0.014 | -0.0018 | 0.021 | -0.00072 | -0.0048 | -0.00046 | -0.0014 | -0.0011 | -0.001 | -0.00094 | 0.0017 | -0.002 | -0.001 | -0.0029 | 0.0089 | -0.00074 | -0.0025 | -3.5e-06 | -0.0022 | -0.0014 | 0.0014 | -0.0015 | -0.0025 | -0.002 | -0.0019 | -0.0018 | -0.0053 | -0.0015 | -0.0017 | -0.0023 | -0.0047 | 0.0028 | -0.0073 | 7.5e-05 | 0.0074 | -0.00096 | 0.0014 | -0.0011 | -0.0046 | -0.0012 | -0.0025 | -0.0042 |
| interaction_50 | 0.025 | 0.054 | -0.011 | -0.079 | -0.11 | -0.055 | 0.63 | -0.098 | -0.0031 | -0.041 | -0.084 | -0.076 | -0.061 | -0.039 | -0.025 | -0.02 | -0.13 | -0.026 | -0.021 | -0.078 | -0.063 | -0.02 | -0.043 | -0.035 | -0.052 | -0.016 | -0.028 | -0.012 | -0.025 | -0.012 | -0.0022 | -0.0024 | -0.051 | -0.032 | -0.027 | -0.024 | -0.014 | -0.006 | -0.0059 | -0.082 | -0.021 | -0.0072 | -0.033 | -0.0026 | -0.0016 | -0.037 | -0.0056 | 1.0 | -0.019 | -0.0043 | -0.015 | -0.008 | -0.091 | -0.0047 | -0.0045 | -0.0024 | -0.0016 | -0.015 | -0.015 | -0.0042 | -0.12 | -0.023 | -0.014 | -0.025 | -0.052 | 0.32 | -0.053 | -0.12 | -0.027 | -0.0059 | 0.0085 | 0.033 | -0.025 | -0.0086 | -0.0092 | -0.011 | -0.03 | -0.0053 | -0.015 | -0.0034 | -0.01 | -0.012 | 0.01 | -0.0041 | 0.0008 | 0.0021 | -0.0034 | 0.022 | 0.047 | 0.0039 | 0.0011 | -0.02 | 0.004 | 0.022 | -0.014 | -0.0084 | -0.011 | 0.0026 | -0.0049 | -0.0059 | 0.019 | -0.005 | -0.012 | -0.0021 | -0.03 | -0.068 | 0.2 | -0.031 | -0.045 | -0.007 | 0.021 | 0.0023 | 0.05 | -0.0092 | 0.063 | -0.019 |
| interaction_55 | -0.015 | 0.041 | -0.0032 | -0.036 | -0.05 | -0.025 | 0.29 | -0.045 | -0.0014 | -0.019 | -0.039 | -0.035 | -0.028 | -0.018 | 0.75 | -0.0092 | -0.061 | -0.012 | -0.0094 | -0.036 | -0.029 | -0.0089 | -0.02 | -0.016 | -0.024 | -0.0073 | -0.013 | -0.0053 | -0.011 | -0.0054 | -0.001 | -0.0011 | -0.023 | -0.015 | -0.012 | -0.011 | -0.0064 | -0.0028 | -0.0027 | -0.038 | -0.0095 | -0.0033 | -0.015 | -0.0012 | -0.00075 | -0.017 | -0.0026 | -0.019 | 1.0 | -0.002 | -0.0068 | -0.0036 | -0.042 | -0.0021 | -0.0021 | -0.0011 | -0.00075 | -0.0068 | -0.0067 | -0.0019 | -0.056 | -0.011 | -0.0063 | -0.012 | -0.024 | 0.15 | -0.025 | -0.056 | -0.012 | -0.0031 | 0.0057 | 0.0077 | -0.019 | -0.0052 | -0.0033 | -0.0062 | -0.021 | -0.0024 | 0.097 | -0.0015 | -0.0033 | -0.013 | -0.0033 | 0.0066 | 0.023 | 0.036 | -0.0035 | 0.0042 | 0.0042 | -3.2e-06 | -0.0041 | -0.016 | 0.0033 | 0.0056 | -0.0089 | -0.0012 | -0.00036 | 0.0058 | -0.0033 | -0.0058 | 0.017 | -0.0037 | -0.0057 | 0.015 | -0.012 | -0.033 | 0.0036 | -0.012 | -0.017 | -0.0032 | -0.0023 | -0.0037 | 0.00076 | 0.0034 | 0.014 | 0.014 |
| interaction_56 | -0.0068 | 0.0064 | -0.0012 | -0.0083 | -0.011 | -0.0057 | 0.031 | 0.016 | -0.00033 | -0.0043 | -0.0089 | -0.008 | -0.0064 | -0.0041 | 0.081 | 0.11 | -0.014 | -0.0027 | -0.0022 | -0.0082 | -0.0066 | -0.0021 | -0.0046 | -0.0037 | -0.0055 | -0.0017 | -0.0029 | -0.0012 | -0.0026 | -0.0012 | -0.00023 | -0.00026 | -0.0054 | -0.0034 | -0.0028 | -0.0025 | -0.0015 | -0.00064 | -0.00062 | -0.0086 | -0.0022 | -0.00076 | -0.0035 | -0.00027 | -0.00017 | -0.0039 | -0.00059 | -0.0043 | -0.002 | 1.0 | -0.0016 | -0.00084 | -0.0096 | -0.00049 | -0.00047 | -0.00025 | -0.00017 | -0.0016 | -0.0015 | -0.00045 | -0.013 | -0.0024 | -0.0015 | -0.0027 | -0.0055 | 0.022 | -0.0057 | -0.0015 | -0.003 | -0.00071 | -0.00038 | -0.0017 | -0.0046 | -0.0016 | -0.0033 | -0.0014 | -0.006 | -0.00055 | 0.05 | -0.00035 | -0.0011 | -0.0038 | -0.00077 | -0.00072 | -0.0014 | -0.0016 | -0.0008 | 0.006 | -0.0025 | -0.00057 | -0.0019 | -0.0028 | -0.0017 | -0.0011 | -0.0022 | -0.0011 | 0.011 | -0.0016 | -0.0014 | -0.0013 | -0.0038 | -0.0011 | -0.0013 | -0.0018 | -0.0036 | -0.009 | 0.0012 | -0.0022 | -0.0049 | -0.00074 | -0.0014 | 0.0064 | 0.0034 | -0.0022 | 0.0046 | -0.0041 |
| interaction_57 | 0.005 | 0.03 | -0.0035 | -0.029 | -0.039 | -0.02 | 0.23 | -0.036 | -0.0011 | -0.015 | -0.031 | -0.028 | -0.022 | -0.014 | -0.0091 | -0.0073 | 0.11 | -0.0094 | -0.0075 | -0.028 | -0.023 | -0.0071 | -0.016 | -0.013 | -0.019 | -0.0058 | -0.01 | -0.0042 | -0.0089 | -0.0043 | -0.00081 | -0.00088 | -0.019 | -0.012 | -0.0096 | -0.0086 | -0.0051 | -0.0022 | -0.0021 | -0.03 | -0.0076 | -0.0026 | -0.012 | -0.00094 | -0.0006 | -0.013 | -0.002 | -0.015 | -0.0068 | -0.0016 | 1.0 | -0.0029 | -0.033 | -0.0017 | -0.0016 | -0.00086 | -0.0006 | -0.0054 | -0.0053 | -0.0015 | -0.044 | -0.0084 | -0.005 | -0.0092 | -0.019 | -0.046 | -0.019 | 0.12 | -0.0097 | -0.0025 | -0.0013 | 0.0099 | -0.011 | -0.0033 | 0.021 | -0.0024 | -0.013 | -0.0019 | 0.014 | -0.0012 | -0.0036 | -0.0091 | -0.0026 | 0.017 | 0.0096 | 0.014 | -0.00055 | 0.0019 | 0.012 | -0.002 | 0.007 | -0.0085 | -0.0018 | 0.011 | -0.0036 | 0.00077 | 0.0098 | 0.013 | 0.0098 | 0.00061 | 0.0045 | -0.00083 | -0.0045 | 0.0049 | -0.01 | -0.026 | 0.043 | -0.0055 | -0.015 | 0.0046 | 0.0012 | 0.0034 | 0.002 | 0.0015 | 0.025 | -0.0098 |
| interaction_58 | 0.011 | 0.019 | -0.0021 | -0.015 | -0.021 | -0.011 | 0.11 | -0.019 | -0.00061 | 0.0055 | -0.016 | -0.015 | -0.012 | -0.0077 | 0.017 | -0.0039 | -0.026 | 0.29 | -0.004 | -0.015 | -0.012 | -0.0038 | -0.0084 | -0.0068 | -0.01 | -0.0031 | -0.0054 | -0.0023 | -0.0048 | -0.0023 | -0.00043 | -0.00047 | -0.0099 | -0.0062 | -0.0052 | -0.0046 | -0.0027 | -0.0012 | -0.0012 | -0.016 | -0.0041 | -0.0014 | -0.0065 | -0.0005 | -0.00032 | -0.0072 | -0.0011 | -0.008 | -0.0036 | -0.00084 | -0.0029 | 1.0 | -0.018 | -0.00091 | -0.00088 | -0.00046 | -0.00032 | -0.0029 | -0.0028 | -0.00083 | -0.024 | -0.0045 | -0.0027 | -0.0049 | -0.01 | 0.062 | -0.01 | -0.024 | -0.0055 | -0.0013 | -0.0007 | -0.0031 | -0.0085 | -0.003 | 0.065 | -0.0026 | -0.0024 | -0.001 | 0.0071 | -0.00066 | -0.002 | -0.007 | -0.0014 | 0.012 | -0.0025 | -0.0029 | 0.0026 | 0.0033 | -0.0033 | -0.0011 | 0.0049 | -0.0064 | -0.0012 | 0.00098 | 0.0064 | -0.0021 | 0.0049 | -0.00079 | -0.00038 | -0.0025 | -0.0076 | -0.0021 | 4.7e-05 | 0.00046 | -0.0039 | -0.011 | 0.03 | -0.00086 | -0.0081 | -0.0014 | -0.0026 | -0.0016 | -0.0056 | -0.0071 | 0.0017 | -0.0068 |
| interaction_60 | -0.033 | 0.17 | -0.026 | -0.18 | -0.24 | -0.12 | -0.14 | 0.93 | -0.007 | -0.091 | -0.19 | -0.17 | -0.13 | -0.088 | -0.056 | -0.045 | -0.3 | -0.058 | -0.046 | -0.17 | -0.14 | -0.043 | -0.096 | -0.078 | -0.12 | -0.036 | -0.061 | -0.026 | -0.055 | -0.026 | -0.0049 | -0.0054 | -0.11 | -0.071 | -0.059 | -0.053 | -0.031 | -0.013 | -0.013 | -0.18 | -0.046 | -0.016 | -0.074 | -0.0057 | -0.0037 | -0.082 | -0.012 | -0.091 | -0.042 | -0.0096 | -0.033 | -0.018 | 1.0 | -0.01 | -0.01 | -0.0053 | -0.0037 | -0.033 | -0.032 | -0.0095 | -0.27 | -0.051 | -0.031 | -0.056 | -0.12 | 0.71 | -0.12 | -0.28 | -0.047 | 0.044 | 0.014 | 0.067 | -0.072 | -0.0084 | -0.04 | -0.015 | -0.079 | -0.0024 | 0.078 | 0.0012 | -0.019 | 0.047 | 0.028 | 0.0081 | 0.038 | -0.0072 | 0.0059 | 0.0067 | 0.011 | -0.0011 | -0.00085 | -0.025 | 0.027 | 0.012 | -0.022 | 0.042 | 0.087 | -0.0072 | 0.081 | 0.003 | 0.045 | -0.014 | -0.015 | 0.046 | -0.071 | -0.14 | 0.21 | -0.06 | -0.078 | 0.011 | -0.0014 | 0.028 | 0.18 | -0.047 | 0.036 | -0.035 |
| interaction_66 | -0.0083 | 0.0054 | -0.0013 | -0.0091 | -0.012 | -0.0063 | -0.0075 | 0.048 | -0.00036 | -0.0047 | -0.0097 | -0.0087 | -0.0069 | -0.0045 | -0.0029 | 0.23 | -0.015 | -0.003 | -0.0024 | -0.0089 | -0.0072 | -0.0022 | -0.005 | -0.004 | -0.006 | -0.0018 | -0.0032 | -0.0013 | -0.0028 | -0.0013 | -0.00025 | -0.00028 | -0.0058 | -0.0037 | -0.003 | -0.0027 | -0.0016 | -0.00069 | -0.00068 | -0.0094 | -0.0024 | -0.00083 | -0.0038 | -0.0003 | -0.00019 | -0.0042 | -0.00064 | -0.0047 | -0.0021 | -0.00049 | -0.0017 | -0.00091 | -0.01 | 1.0 | -0.00052 | -0.00027 | -0.00019 | -0.0017 | -0.0017 | -0.00049 | -0.014 | -0.0026 | -0.0016 | -0.0008 | -0.006 | 0.036 | -0.0062 | -0.014 | -0.0032 | -0.00078 | -0.00041 | -0.0018 | -0.005 | -0.0017 | -0.0036 | -0.0015 | -0.0066 | 0.0094 | 0.0079 | -0.00039 | -0.0012 | -0.0041 | 0.0064 | -0.00078 | -0.0015 | -0.0017 | -0.00087 | 0.01 | 0.0012 | -0.00062 | -0.0021 | 0.00066 | -0.0019 | 0.0039 | -0.0024 | -0.0012 | 0.027 | -0.0017 | -0.0016 | -0.0015 | 0.0044 | -0.0012 | -0.0014 | -0.0019 | -0.0039 | -0.0098 | 0.015 | -0.0041 | -0.0065 | -0.0008 | -0.0016 | 0.019 | 0.012 | 0.0018 | -0.0021 | -0.0031 |
| interaction_68 | -0.0022 | 0.0027 | -0.0012 | -0.0087 | -0.012 | -0.006 | -0.0072 | 0.037 | -0.00035 | 0.014 | -0.0093 | -0.0083 | -0.0067 | -0.0043 | -0.0027 | 0.034 | -0.015 | 0.15 | -0.0023 | -0.0085 | -0.0069 | -0.0021 | -0.0048 | -0.0038 | -0.0057 | -0.0018 | -0.003 | -0.0013 | -0.0027 | -0.0013 | -0.00024 | -0.00027 | -0.0056 | -0.0035 | -0.0029 | -0.0026 | -0.0015 | -0.00066 | -0.00065 | -0.009 | -0.0023 | -0.0008 | -0.0036 | -0.00028 | -0.00018 | -0.0041 | -0.00062 | -0.0045 | -0.0021 | -0.00047 | -0.0016 | -0.00088 | -0.01 | -0.00052 | 1.0 | -0.00026 | -0.00018 | -0.0016 | -0.0016 | -0.00047 | -0.013 | -0.0025 | -0.0015 | -0.0028 | -0.0047 | 0.022 | -0.0059 | -0.00078 | -0.0031 | -0.00075 | -0.0004 | -0.0018 | -0.0048 | -0.0017 | 0.021 | -0.0015 | -0.0053 | -0.00058 | 0.016 | -0.00037 | -0.0011 | -0.0039 | -0.0008 | -0.00075 | -0.0014 | -0.0016 | 0.0064 | -0.0023 | -0.0042 | -0.00059 | 0.028 | -0.0017 | -0.0018 | -0.0011 | -0.0023 | -0.0012 | 0.00099 | -0.0016 | -0.0015 | -0.0014 | -0.0063 | -0.0012 | -0.0014 | -0.0018 | -0.0021 | -0.0056 | 0.015 | -0.00085 | -0.0041 | 0.015 | -0.0015 | -0.00088 | -0.002 | -0.0024 | -0.002 | -0.0014 |
| interaction_70 | 0.0027 | 0.0077 | -0.00068 | -0.0046 | -0.0063 | -0.0032 | -0.0038 | -0.0057 | 0.76 | -0.0024 | -0.0049 | -0.0044 | -0.0035 | -0.0023 | -0.0015 | -0.0012 | -0.0078 | -0.0015 | -0.0012 | -0.0045 | -0.0037 | -0.0011 | -0.0025 | -0.002 | -0.003 | -0.00093 | -0.0016 | -0.00068 | -0.0014 | -0.00068 | -0.00013 | -0.00014 | -0.003 | -0.0019 | -0.0015 | -0.0014 | -0.00081 | -0.00035 | -0.00034 | -0.0048 | -0.0012 | -0.00042 | -0.0019 | -0.00015 | -9.6e-05 | -0.0022 | -0.00033 | -0.0024 | -0.0011 | -0.00025 | -0.00086 | -0.00046 | -0.0053 | -0.00027 | -0.00026 | 1.0 | -9.6e-05 | -0.00086 | -0.00085 | -0.00025 | -0.0071 | -0.0013 | -0.00081 | 0.0027 | -0.0031 | -0.0074 | 0.042 | -0.0072 | -0.0016 | -0.0004 | -0.00021 | -0.00093 | -6.4e-05 | -0.00089 | 0.0015 | -0.00078 | -0.0033 | -0.00031 | -0.00064 | -0.0002 | -0.00058 | -0.0021 | -0.00042 | -0.0004 | -0.00075 | -0.00087 | -0.00044 | 0.0037 | -0.0022 | -0.00031 | -0.0011 | 0.027 | -0.00095 | -0.0006 | -0.0012 | -0.00063 | -0.0011 | -0.00086 | -0.0008 | -0.00074 | -0.0033 | 0.019 | -0.00073 | 0.0052 | -0.002 | -0.005 | -0.0031 | 0.0038 | -0.0013 | -0.00041 | -0.00079 | -0.00046 | 0.0043 | -0.0021 | -0.001 | -0.0023 |
| interaction_77 | -0.0031 | -0.0057 | -0.00047 | -0.0032 | -0.0044 | -0.0022 | -0.0026 | -0.004 | 0.52 | -0.0016 | -0.0034 | -0.0031 | -0.0024 | -0.0016 | -0.001 | -0.00081 | 0.012 | -0.001 | -0.00083 | -0.0031 | -0.0025 | -0.00079 | -0.0017 | -0.0014 | -0.0021 | -0.00064 | -0.0011 | -0.00047 | -0.00099 | -0.00047 | -8.9e-05 | -9.8e-05 | -0.0021 | -0.0013 | -0.0011 | -0.00095 | -0.00056 | -0.00024 | -0.00024 | -0.0033 | -0.00084 | -0.00029 | -0.0013 | -0.0001 | -6.6e-05 | -0.0015 | -0.00023 | -0.0016 | -0.00075 | -0.00017 | -0.0006 | -0.00032 | -0.0037 | -0.00019 | -0.00018 | -9.6e-05 | 1.0 | -0.0006 | -0.00059 | -0.00017 | -0.0049 | -0.00093 | -0.00056 | -0.001 | -0.0021 | -0.0051 | 0.031 | -0.005 | -0.0011 | -0.00027 | -0.00015 | -0.00064 | -0.0018 | -0.00061 | -0.0013 | -0.00054 | -0.0023 | -0.00021 | -0.002 | -0.00014 | -0.0004 | -0.0014 | -0.00029 | -0.00028 | -0.00052 | -0.0006 | -0.00031 | -0.00085 | -0.0016 | -0.00022 | -0.00074 | 0.006 | -0.00065 | -0.00042 | -0.00084 | -0.00043 | -0.00074 | -0.0006 | -0.00055 | -0.00051 | -0.0023 | -0.00044 | -0.0005 | -0.00068 | 0.021 | -0.0014 | -0.0022 | -0.0015 | 0.0063 | -0.00028 | -0.00055 | -0.00032 | -0.0014 | -0.0015 | -0.00072 | -0.0016 |
| interaction_78 | -0.0074 | -0.032 | 0.011 | -0.029 | -0.039 | -0.02 | -0.024 | -0.036 | -0.0011 | 0.36 | -0.031 | -0.027 | -0.022 | -0.014 | -0.009 | -0.0073 | 0.11 | -0.0094 | -0.0075 | -0.028 | -0.023 | -0.0071 | -0.016 | -0.013 | -0.019 | -0.0058 | -0.01 | -0.0042 | -0.0089 | -0.0043 | -0.0008 | -0.00088 | -0.018 | -0.012 | -0.0096 | -0.0086 | -0.005 | -0.0022 | -0.0021 | -0.03 | -0.0075 | -0.0026 | -0.012 | -0.00093 | -0.0006 | -0.013 | -0.002 | -0.015 | -0.0068 | -0.0016 | -0.0054 | -0.0029 | -0.033 | -0.0017 | -0.0016 | -0.00086 | -0.0006 | 1.0 | -0.0053 | -0.0015 | -0.044 | -0.0084 | -0.005 | -0.0085 | 0.059 | -0.046 | -0.011 | 0.072 | -0.0096 | -0.0025 | -0.0013 | -0.0047 | -0.011 | -0.0055 | 0.029 | 0.011 | 0.0021 | -0.0019 | -0.016 | -0.0012 | 0.057 | -0.0043 | -0.0026 | -2.9e-05 | -0.0034 | -0.0031 | 0.0017 | -0.0013 | -0.0045 | 0.0012 | 0.008 | -0.0016 | -0.0059 | -0.0037 | 0.0022 | -0.00076 | -0.002 | -0.002 | 0.015 | -0.0046 | -0.019 | 0.0039 | 0.0062 | -0.0061 | 0.022 | 0.032 | -0.015 | 0.023 | -0.0089 | -0.0025 | 3.4e-05 | -0.0029 | -0.011 | -0.0017 | 0.003 | -0.013 |
| interaction_80 | -0.021 | -0.045 | -0.0041 | -0.028 | -0.039 | -0.019 | -0.023 | -0.035 | -0.0011 | 0.36 | -0.03 | -0.027 | -0.022 | -0.014 | -0.0089 | -0.0072 | -0.048 | -0.0092 | -0.0073 | -0.028 | -0.022 | -0.0069 | -0.015 | -0.012 | -0.018 | -0.0057 | -0.0098 | -0.0041 | -0.0088 | -0.0042 | -0.00079 | -0.00087 | -0.018 | -0.011 | -0.0094 | -0.0084 | -0.005 | -0.0021 | -0.0021 | -0.029 | -0.0074 | -0.0026 | -0.012 | -0.00092 | -0.00059 | -0.013 | -0.002 | -0.015 | -0.0067 | -0.0015 | -0.0053 | -0.0028 | -0.032 | -0.0017 | -0.0016 | -0.00085 | -0.00059 | -0.0053 | 1.0 | -0.0015 | -0.043 | -0.0082 | 0.16 | 0.2 | -0.0097 | -0.045 | 0.11 | -0.044 | -0.0064 | -0.0024 | -0.0013 | -0.0035 | -0.014 | 0.0025 | 0.024 | 0.0003 | 0.017 | 0.0014 | -0.017 | -0.0012 | 0.015 | -0.012 | -0.0026 | 0.0025 | -0.0046 | -0.0018 | 0.0018 | -0.0043 | -0.013 | 0.0012 | -0.0047 | -0.0085 | -0.0058 | -0.0037 | 0.025 | -0.0022 | -0.0056 | -0.003 | -0.0036 | 0.0021 | -0.02 | -0.00068 | 0.001 | -0.0039 | 0.14 | 0.014 | -0.019 | 0.0027 | -0.012 | -0.0025 | -0.0048 | -0.0028 | -0.011 | -0.0095 | -0.0064 | -0.014 |
| interaction_88 | 0.023 | -0.022 | 0.0034 | -0.0082 | -0.011 | -0.0057 | -0.0067 | -0.01 | -0.00033 | 0.1 | -0.0088 | -0.0079 | -0.0063 | -0.0041 | -0.0026 | -0.0021 | -0.014 | 0.16 | -0.0021 | -0.0081 | -0.0066 | -0.002 | -0.0045 | -0.0036 | -0.0054 | -0.0017 | -0.0029 | -0.0012 | -0.0026 | -0.0012 | -0.00023 | -0.00025 | -0.0053 | -0.0033 | -0.0028 | -0.0025 | -0.0014 | -0.00063 | -0.00061 | -0.0085 | -0.0022 | -0.00075 | -0.0034 | -0.00027 | -0.00017 | -0.0038 | -0.00058 | -0.0042 | -0.0019 | -0.00045 | -0.0015 | -0.00083 | -0.0095 | -0.00049 | -0.00047 | -0.00025 | -0.00017 | -0.0015 | -0.0015 | 1.0 | 0.017 | -0.0024 | -0.0014 | 0.0067 | -0.00073 | -0.013 | 0.016 | -0.013 | -0.0029 | -0.00071 | -0.00038 | -0.0017 | -0.0017 | -0.0016 | 0.0099 | 0.0029 | 0.037 | -0.00055 | -0.0051 | -0.00035 | -0.001 | -0.002 | -0.00076 | -0.00071 | -0.0013 | -0.0015 | -0.00079 | 0.00057 | -0.004 | -0.00056 | 0.0076 | -0.0028 | -0.0017 | -0.0011 | 0.0091 | -0.0011 | 0.0045 | -0.0015 | -0.0014 | -0.0013 | -0.0048 | -0.0011 | -0.0013 | -0.0017 | -0.0036 | -0.0041 | -0.0056 | -0.0021 | -0.0014 | -0.00073 | -0.0014 | -0.00083 | -0.0035 | -0.0038 | -0.0019 | -0.0041 |
| event_type_Battle-No change of territory | 0.0072 | -0.11 | 0.042 | 0.047 | -0.038 | 0.13 | -0.19 | -0.29 | -0.0093 | 0.078 | 0.21 | 0.4 | 0.31 | 0.29 | -0.074 | -0.06 | -0.4 | 0.11 | 0.13 | 0.43 | 0.33 | 0.14 | -0.13 | -0.1 | -0.15 | 0.075 | -0.082 | 0.071 | 0.13 | 0.077 | -0.0066 | -0.0072 | -0.15 | 0.13 | -0.079 | 0.17 | 0.098 | -0.018 | -0.018 | -0.24 | 0.085 | -0.022 | 0.26 | -0.0077 | -0.0049 | -0.11 | 0.039 | -0.12 | -0.056 | -0.013 | -0.044 | -0.024 | -0.27 | -0.014 | -0.013 | -0.0071 | -0.0049 | -0.044 | -0.043 | 0.017 | 1.0 | -0.069 | -0.041 | -0.075 | -0.16 | -0.38 | -0.16 | -0.37 | 0.11 | -0.015 | -0.0092 | -0.031 | -0.014 | 0.012 | -0.003 | 0.017 | 0.049 | -0.0025 | -0.054 | -0.0043 | 0.025 | 0.029 | -0.021 | -0.015 | -0.017 | -0.014 | 0.012 | -0.0033 | -0.022 | -0.0012 | -0.00037 | 0.018 | -0.015 | -0.028 | 0.015 | -0.026 | -0.052 | -0.011 | -0.027 | 0.012 | -0.014 | 0.019 | -0.0024 | -0.011 | -0.048 | 0.2 | -0.15 | 0.058 | -0.0056 | -0.02 | -0.025 | -0.02 | -0.076 | 0.028 | -0.048 | -0.11 |
| event_type_Battle-Non-state actor overtakes territory | 0.054 | -0.078 | 0.0097 | 0.08 | -0.018 | -0.011 | -0.037 | -0.055 | -0.0018 | 0.0082 | 0.077 | 0.11 | 0.022 | 0.0018 | -0.014 | -0.011 | -0.076 | -0.007 | 0.044 | 0.15 | 0.0037 | -0.0026 | -0.024 | -0.02 | -0.029 | 0.0012 | -0.016 | 0.056 | 0.097 | 0.026 | -0.0013 | -0.0014 | -0.029 | 0.019 | -0.015 | 0.015 | 0.021 | -0.0034 | -0.0033 | -0.046 | -0.0076 | -0.0041 | -0.0039 | -0.0015 | -0.00093 | -0.021 | -0.0012 | -0.023 | -0.011 | -0.0024 | -0.0084 | -0.0045 | -0.051 | -0.0026 | -0.0025 | -0.0013 | -0.00093 | -0.0084 | -0.0082 | -0.0024 | -0.069 | 1.0 | -0.0078 | -0.014 | -0.03 | -0.072 | -0.03 | -0.07 | -0.012 | -0.0038 | -0.002 | -0.009 | -0.02 | -0.0072 | 0.0083 | 0.021 | 0.064 | -0.003 | -0.027 | -0.0019 | 0.0019 | -0.011 | -0.0041 | -0.0039 | -0.0073 | 0.00036 | 0.0071 | 0.022 | -0.021 | -0.001 | 0.074 | 0.04 | -0.0092 | -0.0059 | 0.017 | -0.0041 | -0.01 | -0.0062 | -0.0069 | 0.037 | -0.027 | 0.00091 | -0.0071 | -0.0088 | 0.035 | -0.0079 | -0.03 | 0.018 | 0.028 | -0.0039 | -0.0077 | -0.0045 | -0.019 | -0.017 | -0.01 | -0.022 |
| event_type_Headquarters or base established | -0.032 | -0.079 | -0.0039 | 0.056 | 0.017 | -0.017 | -0.022 | -0.033 | -0.0011 | 0.048 | -0.027 | -0.023 | -0.012 | -0.013 | -0.0084 | -0.0068 | -0.045 | -0.0066 | -0.007 | -0.024 | -0.021 | -0.0066 | -0.015 | -0.012 | -0.018 | -0.0031 | 0.2 | -0.0024 | -0.0061 | -0.004 | -0.00075 | -0.00082 | -0.017 | -0.0091 | 0.14 | 0.012 | -0.0047 | -0.002 | -0.002 | -0.028 | -0.007 | 0.005 | -0.011 | -0.00087 | -0.00056 | -0.013 | -0.0019 | -0.014 | -0.0063 | -0.0015 | -0.005 | -0.0027 | -0.031 | -0.0016 | -0.0015 | -0.00081 | -0.00056 | -0.005 | 0.16 | -0.0014 | -0.041 | -0.0078 | 1.0 | -0.0086 | -0.018 | -0.043 | -0.018 | -0.042 | -0.0083 | -0.0023 | -0.0012 | -0.0054 | -0.0088 | -0.004 | -0.0072 | -0.0046 | 0.017 | -0.0018 | -0.017 | -0.0011 | 0.00018 | -0.011 | -0.0025 | -0.0023 | -0.003 | -0.005 | 0.0022 | -0.0072 | -0.011 | -0.0018 | -0.0013 | -0.0097 | -0.0055 | -0.0035 | -0.0019 | -0.0036 | -0.0062 | -0.0026 | -0.0046 | -0.0043 | -0.016 | -0.00033 | -0.0028 | -0.0046 | 0.16 | -0.01 | -0.018 | -0.0097 | -0.013 | -0.0024 | 0.0007 | -0.0027 | -0.011 | 0.0096 | -0.005 | 0.048 |
| event_type_Non-violent transfer of territory | -0.082 | -0.13 | -0.006 | 0.13 | -0.015 | -0.029 | -0.04 | -0.061 | 0.0012 | 0.088 | -0.046 | 0.0018 | -0.031 | -0.021 | -0.015 | -0.012 | -0.081 | -0.0064 | -0.011 | -0.018 | -0.032 | -0.008 | -0.027 | -0.022 | -0.032 | 0.0032 | 0.42 | -0.0064 | -0.011 | -0.0022 | -0.0014 | -0.0015 | -0.03 | 0.024 | 0.14 | -0.012 | -0.0065 | -0.0037 | -0.0037 | -0.05 | -0.011 | 0.019 | -0.02 | -0.0016 | -0.001 | -0.023 | -0.0035 | -0.025 | -0.012 | -0.0027 | -0.0092 | -0.0049 | -0.056 | -0.0008 | -0.0028 | 0.0027 | -0.001 | -0.0085 | 0.2 | 0.0067 | -0.075 | -0.014 | -0.0086 | 1.0 | -0.033 | -0.079 | -0.033 | -0.077 | 0.031 | -0.0042 | -0.0022 | -0.0099 | -0.026 | -0.0062 | -0.0043 | -0.0047 | 0.021 | -0.0033 | -0.031 | -0.0021 | 0.0026 | -0.022 | -0.0045 | -0.0042 | -0.008 | 0.0068 | -0.0047 | -0.013 | -0.022 | -0.0033 | -0.005 | -0.0038 | -0.0089 | -0.0064 | 0.0066 | -0.0057 | -0.011 | -0.0085 | -0.0063 | -0.0079 | -0.025 | -0.004 | -0.0078 | -0.01 | 0.33 | 0.026 | -0.033 | -0.017 | -0.031 | -0.0043 | -0.0084 | -0.0049 | -0.021 | -0.023 | -0.011 | -0.024 |
| event_type_Remote violence | -0.0061 | 0.06 | -0.0019 | -0.0044 | 0.064 | -0.061 | -0.083 | -0.13 | -0.00085 | 0.13 | -0.023 | 0.044 | 0.088 | -0.032 | -0.032 | -0.024 | 0.026 | 0.043 | -0.024 | 0.01 | 0.091 | -0.0072 | -0.056 | -0.045 | 0.051 | 0.043 | -0.017 | -0.014 | 0.012 | -0.0053 | -0.0029 | -0.0031 | -0.0094 | 0.095 | 0.093 | -0.019 | -0.0096 | -0.0078 | -0.0025 | 0.02 | 0.099 | -0.0031 | -0.036 | -0.0014 | -0.0021 | -0.046 | 0.00087 | -0.052 | -0.024 | -0.0055 | -0.019 | -0.01 | -0.12 | -0.006 | -0.0047 | -0.0031 | -0.0021 | 0.059 | -0.0097 | -0.00073 | -0.16 | -0.03 | -0.018 | -0.033 | 1.0 | -0.16 | -0.069 | -0.16 | -0.022 | -0.0087 | -0.0046 | -0.02 | -0.042 | -0.005 | -0.039 | -0.0068 | -0.059 | 0.00087 | 0.043 | -0.0043 | 0.018 | -0.035 | -0.0094 | -0.0066 | -0.017 | -0.017 | -0.0031 | -0.022 | -0.031 | -0.0069 | -0.023 | 0.14 | -0.014 | -0.013 | 0.04 | -0.012 | -0.02 | -0.017 | -0.012 | -0.005 | -0.025 | -0.0014 | -0.01 | -0.012 | -0.044 | 0.12 | -0.064 | -0.013 | 0.098 | -0.00037 | -0.0041 | -0.01 | -0.018 | -0.037 | -0.022 | -0.048 |
| event_type_Riots/Protests | -0.019 | 0.21 | -0.035 | -0.25 | -0.34 | -0.17 | 0.47 | 0.75 | -0.0098 | -0.13 | 0.077 | -0.24 | -0.18 | -0.12 | 0.19 | 0.036 | -0.42 | -0.05 | -0.064 | -0.24 | -0.2 | -0.061 | 0.34 | 0.16 | -0.16 | -0.05 | -0.086 | -0.036 | -0.077 | -0.037 | 0.017 | -0.002 | -0.16 | -0.1 | -0.083 | -0.074 | -0.044 | 0.047 | 0.0062 | -0.26 | -0.065 | -0.023 | -0.1 | 0.019 | 0.0031 | -0.12 | -0.017 | 0.32 | 0.15 | 0.022 | -0.046 | 0.062 | 0.71 | 0.036 | 0.022 | -0.0074 | -0.0051 | -0.046 | -0.045 | -0.013 | -0.38 | -0.072 | -0.043 | -0.079 | -0.16 | 1.0 | -0.17 | -0.39 | -0.07 | 0.037 | 0.019 | 0.081 | -0.091 | -0.0092 | -0.049 | -0.019 | -0.1 | -0.0025 | 0.13 | -0.0017 | -0.029 | 0.027 | 0.043 | 0.0082 | 0.043 | 0.025 | 0.00094 | 0.024 | 0.049 | 0.0002 | 0.0024 | -0.058 | 0.044 | 0.04 | -0.036 | 0.057 | 0.091 | 0.0023 | 0.064 | 0.004 | 0.03 | -0.016 | -0.026 | 0.048 | -0.096 | -0.2 | 0.33 | -0.09 | -0.11 | 0.023 | 0.022 | 0.044 | 0.19 | -0.035 | 0.076 | -0.037 |
| event_type_Strategic development | -0.022 | 0.02 | -0.015 | 0.071 | 0.018 | -0.038 | -0.085 | -0.13 | 0.054 | 0.016 | -0.071 | -0.059 | 0.011 | -0.038 | -0.032 | -0.021 | 0.01 | -0.0061 | 0.0025 | -0.062 | 0.016 | -0.014 | -0.057 | -0.042 | 0.11 | 0.0022 | 0.22 | -0.0025 | -0.021 | -0.01 | -0.0029 | -0.0032 | 0.016 | -0.028 | 0.25 | -0.017 | -0.014 | -0.0079 | -0.0053 | -0.051 | -0.0088 | 0.11 | -0.034 | -0.0034 | -0.0022 | -0.038 | -0.0065 | -0.053 | -0.025 | -0.0057 | -0.019 | -0.01 | -0.12 | -0.0062 | -0.0059 | 0.042 | 0.031 | -0.011 | 0.11 | 0.016 | -0.16 | -0.03 | -0.018 | -0.033 | -0.069 | -0.17 | 1.0 | -0.16 | -0.03 | -0.0053 | 0.0034 | -0.0046 | 0.14 | 0.0046 | 0.019 | -0.0038 | 0.025 | 0.0081 | 0.0099 | 0.0058 | -0.00093 | -0.022 | -0.00012 | 0.016 | -0.0062 | -0.005 | 0.0024 | -0.011 | -0.02 | 0.0048 | -0.0076 | -0.0032 | -0.011 | -0.0089 | 0.019 | 0.00056 | 0.0042 | 0.015 | -0.013 | -0.0021 | -0.038 | 0.0099 | 0.0021 | -0.0099 | 0.08 | -0.035 | -0.064 | 0.013 | -0.01 | 0.011 | -0.00043 | -0.0068 | -0.014 | 0.017 | -0.0044 | -0.0048 |
| event_type_Violence against civilians | 0.029 | -0.064 | 0.0014 | 0.1 | 0.35 | 0.12 | -0.15 | -0.27 | -0.0095 | -0.079 | -0.23 | -0.23 | -0.18 | -0.12 | -0.075 | 0.058 | 0.87 | -0.077 | -0.062 | -0.23 | -0.19 | -0.059 | -0.13 | 0.0065 | 0.25 | -0.048 | -0.083 | -0.035 | -0.074 | -0.035 | -0.0067 | 0.014 | 0.34 | -0.096 | -0.08 | -0.072 | -0.042 | -0.018 | 0.019 | 0.56 | -0.063 | -0.022 | -0.1 | -0.0078 | 0.005 | 0.29 | -0.017 | -0.12 | -0.056 | -0.0015 | 0.12 | -0.024 | -0.28 | -0.014 | -0.00078 | -0.0072 | -0.005 | 0.072 | -0.044 | -0.013 | -0.37 | -0.07 | -0.042 | -0.077 | -0.16 | -0.39 | -0.16 | 1.0 | -0.03 | -0.011 | -0.0079 | -0.03 | 0.071 | 0.0041 | 0.064 | 0.0041 | 0.024 | 0.0019 | -0.085 | 0.0069 | -0.0049 | -0.008 | -0.014 | 0.005 | -0.008 | 2.7e-05 | -0.012 | -0.0013 | 0.019 | 0.0045 | -0.013 | -0.054 | -0.0073 | 0.0048 | -0.017 | -0.021 | -0.022 | 0.015 | -0.018 | -0.018 | 0.031 | -0.0067 | 0.04 | -0.017 | -0.011 | -0.034 | -0.083 | 0.034 | 0.067 | -0.0058 | 0.012 | -0.011 | -0.084 | 0.031 | -0.0059 | 0.19 |
| country_Angola | -0.067 | -0.25 | 0.075 | 0.0066 | -0.063 | -0.037 | -0.043 | -0.046 | -0.0022 | -0.024 | -0.047 | 0.23 | -0.037 | -0.026 | -0.016 | -0.013 | -0.04 | -0.0057 | -0.013 | 0.23 | -0.039 | -0.012 | -0.028 | -0.0088 | -0.0084 | 0.0097 | 0.031 | -0.008 | -0.017 | -0.0081 | -0.0015 | -0.0017 | 0.021 | -0.02 | -0.017 | -0.015 | -0.0084 | -0.0042 | -0.0041 | -0.044 | -0.014 | -0.005 | -0.023 | -0.0018 | -0.0011 | -0.025 | -0.0039 | -0.027 | -0.012 | -0.003 | -0.0097 | -0.0055 | -0.047 | -0.0032 | -0.0031 | -0.0016 | -0.0011 | -0.0096 | -0.0064 | -0.0029 | 0.11 | -0.012 | -0.0083 | 0.031 | -0.022 | -0.07 | -0.03 | -0.03 | 1.0 | -0.0047 | -0.0025 | -0.011 | -0.03 | -0.011 | -0.022 | -0.0093 | -0.04 | -0.0036 | -0.034 | -0.0023 | -0.0069 | -0.025 | -0.005 | -0.0047 | -0.0089 | -0.01 | -0.0052 | -0.015 | -0.027 | -0.0037 | -0.013 | -0.028 | -0.011 | -0.0072 | -0.014 | -0.0074 | -0.013 | -0.01 | -0.0095 | -0.0088 | -0.04 | -0.0075 | -0.0087 | -0.012 | -0.024 | -0.059 | -0.037 | -0.025 | -0.039 | -0.0048 | -0.0094 | -0.0055 | -0.023 | -0.025 | -0.012 | -0.027 |
| country_Benin | -0.016 | 0.01 | -0.0018 | -0.013 | -0.012 | -0.00049 | -0.0034 | 0.043 | -0.00052 | -0.0068 | -0.0044 | -0.013 | -0.0081 | 0.0021 | -0.0027 | 0.0058 | -0.014 | -0.0043 | 0.00014 | -0.013 | -0.0086 | -0.0032 | 0.0033 | 0.006 | -0.0049 | -0.0027 | -0.0046 | -0.0019 | -0.0041 | -0.002 | -0.00037 | -0.0004 | -0.0085 | -0.0053 | -0.0044 | -0.0039 | -0.0023 | -0.001 | -0.00098 | -0.0069 | -0.0035 | -0.0012 | 0.0046 | -0.00043 | -0.00027 | -0.0031 | -0.00093 | -0.0059 | -0.0031 | -0.00071 | -0.0025 | -0.0013 | 0.044 | -0.00078 | -0.00075 | -0.0004 | -0.00027 | -0.0025 | -0.0024 | -0.00071 | -0.015 | -0.0038 | -0.0023 | -0.0042 | -0.0087 | 0.037 | -0.0053 | -0.011 | -0.0047 | 1.0 | -0.0006 | -0.0027 | -0.0073 | -0.0025 | -0.0053 | -0.0022 | -0.0095 | -0.00087 | -0.0082 | -0.00056 | -0.0017 | -0.0059 | -0.0012 | -0.0011 | -0.0021 | -0.0025 | -0.0013 | -0.0035 | -0.0064 | -0.0009 | -0.0031 | -0.0068 | -0.0027 | -0.0017 | -0.0035 | -0.0018 | -0.0031 | -0.0025 | -0.0023 | -0.0021 | -0.0095 | -0.0018 | -0.0021 | -0.0028 | -0.0057 | -0.014 | -0.0089 | -0.006 | -0.0094 | -0.0012 | -0.0023 | -0.0013 | -0.0056 | -0.006 | -0.003 | -0.0065 |
| country_Botswana | -0.018 | -0.0056 | -0.001 | -0.006 | -0.0047 | -0.0048 | 0.0093 | 0.015 | -0.00028 | -0.0019 | 0.002 | -0.0067 | -0.0041 | -0.0035 | 0.0033 | -0.0018 | -0.0075 | 0.00039 | -0.0018 | -0.0069 | -0.0044 | -0.0017 | 0.0028 | 0.005 | -0.0004 | 0.0029 | -0.0024 | -0.001 | -0.0022 | -0.001 | -0.0002 | -0.00022 | -0.0045 | -0.00064 | 0.00027 | 0.00082 | -0.0012 | -0.00053 | -0.00052 | -0.0043 | -0.0018 | -0.00064 | -0.0029 | -0.00023 | -0.00015 | -0.0033 | -0.0005 | 0.0085 | 0.0057 | -0.00038 | -0.0013 | -0.0007 | 0.014 | -0.00041 | -0.0004 | -0.00021 | -0.00015 | -0.0013 | -0.0013 | -0.00038 | -0.0092 | -0.002 | -0.0012 | -0.0022 | -0.0046 | 0.019 | 0.0034 | -0.0079 | -0.0025 | -0.0006 | 1.0 | -0.0014 | -0.0039 | -0.0013 | -0.0028 | -0.0012 | -0.0051 | -0.00046 | -0.0044 | -0.0003 | -0.00089 | -0.0032 | -0.00064 | -0.00061 | -0.0011 | -0.0013 | -0.00067 | -0.0019 | -0.0034 | -0.00048 | -0.0016 | -0.0036 | -0.0014 | -0.00092 | -0.0018 | -0.00095 | -0.0016 | -0.0013 | -0.0012 | -0.0011 | -0.0051 | -0.00096 | -0.0011 | -0.0015 | -0.003 | -0.0076 | -0.0047 | -0.0032 | -0.005 | -0.00062 | -0.0012 | -0.00071 | -0.003 | -0.0032 | -0.0016 | -0.0035 |
| country_Burkina Faso | 0.042 | 0.029 | -0.0041 | -0.025 | -0.029 | -0.0073 | 0.038 | 0.068 | -0.0012 | -0.015 | 0.0054 | -0.028 | -0.016 | -0.0051 | 0.0028 | -0.0055 | -0.033 | -0.0071 | 0.0064 | -0.027 | -0.017 | -0.0036 | 0.015 | 0.0079 | -0.0083 | -0.0043 | -0.0085 | -0.0045 | -0.0077 | -0.0046 | -0.00087 | -0.00095 | -0.016 | -0.013 | -0.0098 | -0.004 | -0.00099 | 0.0002 | 0.0003 | -0.024 | -0.0059 | -0.0028 | -0.0019 | -0.001 | -0.00064 | -0.0076 | -0.0022 | 0.033 | 0.0077 | -0.0017 | 0.0099 | -0.0031 | 0.067 | -0.0018 | -0.0018 | -0.00093 | -0.00064 | -0.0047 | -0.0035 | -0.0017 | -0.031 | -0.009 | -0.0054 | -0.0099 | -0.02 | 0.081 | -0.0046 | -0.03 | -0.011 | -0.0027 | -0.0014 | 1.0 | -0.017 | -0.006 | -0.012 | -0.0053 | -0.022 | -0.0021 | -0.019 | -0.0013 | -0.0039 | -0.014 | -0.0029 | -0.0027 | -0.005 | -0.0058 | -0.003 | -0.0083 | -0.015 | -0.0021 | -0.0072 | -0.016 | -0.0064 | -0.0041 | -0.0082 | -0.0042 | -0.0072 | -0.0058 | -0.0053 | -0.005 | -0.022 | -0.0042 | -0.0049 | -0.0066 | -0.013 | -0.034 | -0.021 | -0.014 | -0.022 | -0.0027 | -0.0053 | -0.0031 | -0.013 | -0.014 | -0.007 | -0.015 |
| country_Burundi | -0.21 | -0.02 | -0.0039 | 0.056 | 0.058 | -0.051 | -0.04 | -0.074 | 0.0023 | -0.039 | 0.00018 | -0.0073 | -0.031 | -0.041 | -0.021 | -0.011 | 0.12 | -0.017 | -0.0058 | 0.03 | -0.016 | -0.021 | -0.024 | -0.018 | 0.11 | -0.012 | -0.0098 | 0.009 | -0.017 | -0.012 | -0.0024 | -0.0026 | 0.058 | -0.027 | 0.026 | -0.011 | -0.013 | 0.0082 | 0.0027 | 0.068 | -0.02 | -0.0077 | -0.035 | -0.0028 | -0.0018 | -0.03 | -0.006 | -0.025 | -0.019 | -0.0046 | -0.011 | -0.0085 | -0.072 | -0.005 | -0.0048 | -6.4e-05 | -0.0018 | -0.011 | -0.014 | -0.0017 | -0.014 | -0.02 | -0.0088 | -0.026 | -0.042 | -0.091 | 0.14 | 0.071 | -0.03 | -0.0073 | -0.0039 | -0.017 | 1.0 | -0.016 | -0.034 | -0.014 | -0.061 | -0.0056 | -0.053 | -0.0036 | -0.011 | -0.038 | -0.0078 | -0.0073 | -0.014 | -0.016 | -0.0081 | -0.023 | -0.041 | -0.0058 | -0.02 | -0.044 | -0.017 | -0.011 | -0.022 | -0.011 | -0.02 | -0.016 | -0.015 | -0.014 | -0.061 | -0.012 | -0.013 | -0.018 | -0.037 | -0.092 | -0.057 | -0.039 | -0.06 | -0.0075 | -0.015 | -0.0085 | -0.036 | -0.039 | -0.019 | -0.042 |
| country_Cameroon | 0.04 | 0.036 | 0.00028 | 0.061 | -0.014 | -0.0066 | -0.0052 | -0.0065 | -0.0012 | -0.01 | 0.031 | -0.017 | -0.011 | 0.014 | -0.0073 | -0.0042 | 0.0035 | -0.0026 | -0.0077 | 0.017 | -0.0018 | -0.0048 | 0.0035 | 0.0024 | -0.004 | 0.0074 | 0.0018 | -0.0043 | -0.0092 | 0.05 | -0.00083 | -0.00091 | 0.041 | -0.011 | -0.0061 | -0.0061 | 0.003 | -0.0023 | -0.0022 | -0.013 | -0.007 | -0.0027 | 0.0013 | -0.00096 | -0.00061 | -0.011 | -0.0021 | -0.0086 | -0.0052 | -0.0016 | -0.0033 | -0.003 | -0.0084 | -0.0017 | -0.0017 | -0.00089 | -0.00061 | -0.0055 | 0.0025 | -0.0016 | 0.012 | -0.0072 | -0.004 | -0.0062 | -0.005 | -0.0092 | 0.0046 | 0.0041 | -0.011 | -0.0025 | -0.0013 | -0.006 | -0.016 | 1.0 | -0.012 | -0.005 | -0.021 | -0.002 | -0.018 | -0.0013 | -0.0037 | -0.013 | -0.0027 | -0.0026 | -0.0048 | -0.0056 | -0.0028 | -0.0079 | -0.014 | -0.002 | -0.0069 | -0.015 | -0.0061 | -0.0039 | -0.0078 | -0.004 | -0.0068 | -0.0055 | -0.0051 | -0.0048 | -0.021 | -0.004 | -0.0047 | -0.0063 | -0.013 | -0.032 | -0.02 | -0.013 | -0.021 | -0.0026 | -0.0051 | -0.003 | -0.013 | -0.014 | -0.0067 | -0.015 |
| country_Central African Republic | 0.084 | 0.044 | -0.003 | 0.0071 | 0.085 | 0.0021 | -0.0088 | -0.044 | 0.00011 | 0.023 | -0.037 | -0.041 | 0.029 | 0.00071 | -0.0061 | -0.014 | 0.055 | 0.068 | 0.0055 | -0.042 | -0.028 | -0.011 | -0.027 | -0.024 | -0.018 | 0.0042 | -0.0057 | 0.00063 | -0.011 | 0.0045 | -0.0017 | 0.0047 | 0.027 | -0.011 | 0.023 | 0.099 | 0.036 | 0.019 | 0.00081 | 0.049 | 0.066 | 0.0032 | -0.013 | 0.0073 | -0.0013 | 0.014 | 0.014 | -0.0092 | -0.0033 | -0.0033 | 0.021 | 0.065 | -0.04 | -0.0036 | 0.021 | 0.0015 | -0.0013 | 0.029 | 0.024 | 0.0099 | -0.003 | 0.0083 | -0.0072 | -0.0043 | -0.039 | -0.049 | 0.019 | 0.064 | -0.022 | -0.0053 | -0.0028 | -0.012 | -0.034 | -0.012 | 1.0 | -0.01 | -0.044 | -0.0041 | -0.038 | -0.0026 | -0.0078 | -0.028 | -0.0056 | -0.0053 | -0.01 | -0.012 | -0.0059 | -0.016 | -0.03 | -0.0042 | -0.014 | -0.032 | -0.013 | -0.008 | -0.016 | -0.0083 | -0.014 | -0.011 | -0.011 | -0.0099 | -0.044 | -0.0084 | -0.0097 | -0.013 | -0.027 | -0.066 | -0.042 | -0.028 | -0.044 | -0.0054 | -0.011 | -0.0062 | -0.026 | -0.028 | -0.014 | -0.03 |
| country_Chad | 0.036 | -0.03 | 0.0042 | 0.0065 | 0.011 | -0.0082 | -0.013 | -0.011 | 0.0048 | 0.0039 | 0.029 | 0.0088 | -0.011 | -0.0032 | -0.0082 | -0.0057 | 0.0027 | 0.0052 | -0.00048 | 0.026 | 0.0077 | -0.0045 | -0.0058 | 0.0059 | 0.0036 | 0.026 | -0.0043 | 0.0025 | -0.0051 | -0.00073 | -0.00073 | -0.0008 | -0.006 | -0.0082 | -0.0066 | -0.0054 | -0.0033 | -0.002 | -0.0019 | 0.008 | -0.0015 | -0.0024 | -0.0012 | -0.00085 | 0.011 | -0.0086 | -0.0018 | -0.011 | -0.0062 | -0.0014 | -0.0024 | -0.0026 | -0.015 | -0.0015 | -0.0015 | -0.00078 | -0.00054 | 0.011 | 0.0003 | 0.0029 | 0.017 | 0.021 | -0.0046 | -0.0047 | -0.0068 | -0.019 | -0.0038 | 0.0041 | -0.0093 | -0.0022 | -0.0012 | -0.0053 | -0.014 | -0.005 | -0.01 | 1.0 | -0.019 | -0.0017 | -0.016 | -0.0011 | -0.0033 | -0.012 | -0.0024 | -0.0023 | -0.0042 | -0.0049 | -0.0025 | -0.007 | -0.013 | -0.0018 | -0.0061 | -0.013 | -0.0054 | -0.0034 | -0.0069 | -0.0035 | -0.006 | -0.0049 | -0.0045 | -0.0042 | -0.019 | -0.0036 | -0.0041 | -0.0055 | -0.011 | -0.028 | -0.018 | -0.012 | -0.019 | -0.0023 | -0.0045 | -0.0026 | -0.011 | -0.012 | -0.0059 | -0.013 |
| country_Democratic Republic of Congo | 0.58 | -0.042 | 0.0075 | 0.11 | 0.014 | -0.027 | -0.045 | -0.08 | -0.0044 | 0.011 | 0.0099 | 0.027 | 0.05 | -0.023 | -0.025 | -0.024 | 0.0098 | 0.028 | 0.007 | 0.028 | 0.047 | -0.018 | -0.024 | -0.022 | -0.021 | -0.0039 | 0.046 | 0.049 | 0.033 | -0.0077 | 0.0032 | 0.0023 | 0.084 | 0.01 | 0.013 | 0.012 | 0.023 | -0.0069 | -0.0067 | -0.013 | 0.012 | 0.0015 | -0.019 | -0.0036 | -0.0023 | -0.027 | 0.021 | -0.03 | -0.021 | -0.006 | -0.013 | -0.0024 | -0.079 | -0.0066 | -0.0053 | -0.0033 | -0.0023 | 0.0021 | 0.017 | 0.037 | 0.049 | 0.064 | 0.017 | 0.021 | -0.059 | -0.1 | 0.025 | 0.024 | -0.04 | -0.0095 | -0.0051 | -0.022 | -0.061 | -0.021 | -0.044 | -0.019 | 1.0 | -0.0074 | -0.069 | -0.0047 | -0.014 | -0.05 | -0.01 | -0.0096 | -0.018 | -0.021 | -0.011 | -0.03 | -0.054 | -0.0076 | -0.026 | -0.057 | -0.023 | -0.014 | -0.029 | -0.015 | -0.026 | -0.021 | -0.019 | -0.018 | -0.08 | -0.015 | -0.018 | -0.023 | -0.048 | -0.12 | -0.075 | -0.051 | -0.079 | -0.0098 | -0.019 | -0.011 | -0.047 | -0.051 | -0.025 | -0.055 |
| country_Djibouti | -0.026 | -0.00087 | -0.0012 | -0.0054 | -0.011 | -0.007 | -0.0044 | -0.0008 | -0.0004 | -0.004 | -0.0011 | 0.0065 | -0.0053 | -0.0038 | 0.0025 | 0.0045 | 0.0059 | -0.0015 | 0.0043 | 0.0081 | -0.0057 | -8.3e-05 | 0.0035 | 0.0039 | 0.029 | 0.0009 | -0.0035 | -0.0015 | -0.0032 | -0.0015 | -0.00029 | -0.00031 | -0.0026 | -0.0041 | -0.0034 | -0.003 | -0.0018 | -0.00078 | -0.00076 | -0.0072 | -0.0027 | -0.00093 | -0.0043 | -0.00033 | -0.00021 | -0.0048 | -0.00072 | -0.0053 | -0.0024 | -0.00055 | -0.0019 | -0.001 | -0.0024 | 0.0094 | -0.00058 | -0.00031 | -0.00021 | -0.0019 | 0.0014 | -0.00055 | -0.0025 | -0.003 | -0.0018 | -0.0033 | 0.00087 | -0.0025 | 0.0081 | 0.0019 | -0.0036 | -0.00087 | -0.00046 | -0.0021 | -0.0056 | -0.002 | -0.0041 | -0.0017 | -0.0074 | 1.0 | -0.0063 | -0.00043 | -0.0013 | -0.0046 | -0.00094 | -0.00088 | -0.0017 | -0.0019 | -0.00098 | -0.0027 | -0.005 | -0.00069 | -0.0024 | -0.0053 | -0.0021 | -0.0013 | -0.0027 | -0.0014 | -0.0024 | -0.0019 | -0.0018 | -0.0016 | -0.0073 | -0.0014 | -0.0016 | -0.0022 | -0.0044 | -0.011 | -0.0069 | -0.0047 | -0.0073 | -0.0009 | -0.0017 | -0.001 | -0.0043 | -0.0047 | -0.0023 | -0.005 |
| country_Egypt | -0.12 | 0.11 | -0.0096 | -0.081 | -0.049 | -0.055 | 0.07 | 0.094 | -0.0021 | -0.047 | 0.029 | -0.067 | 0.083 | -0.038 | 0.086 | 0.04 | -0.093 | -0.017 | -0.023 | -0.066 | 0.11 | -0.018 | 0.067 | 0.056 | -0.0089 | -0.018 | -0.029 | -0.014 | -0.029 | -0.011 | -0.0027 | -0.0029 | -0.051 | -0.038 | 0.033 | -0.022 | -0.015 | 0.0033 | 0.019 | -0.062 | -0.018 | -0.0087 | -0.033 | 0.0072 | 0.0012 | -0.04 | -0.0048 | -0.015 | 0.097 | 0.05 | 0.014 | 0.0071 | 0.078 | 0.0079 | 0.016 | -0.00064 | -0.002 | -0.016 | -0.017 | -0.0051 | -0.054 | -0.027 | -0.017 | -0.031 | 0.043 | 0.13 | 0.0099 | -0.085 | -0.034 | -0.0082 | -0.0044 | -0.019 | -0.053 | -0.018 | -0.038 | -0.016 | -0.069 | -0.0063 | 1.0 | -0.0041 | -0.012 | -0.043 | -0.0088 | -0.0083 | -0.016 | -0.018 | -0.0091 | -0.026 | -0.046 | -0.0065 | -0.022 | -0.049 | -0.02 | -0.012 | -0.025 | -0.013 | -0.022 | -0.018 | -0.016 | -0.015 | -0.069 | -0.013 | -0.015 | -0.02 | -0.041 | -0.1 | -0.065 | -0.044 | -0.068 | -0.0084 | -0.016 | -0.0096 | -0.041 | -0.044 | -0.022 | -0.047 |
| country_Equatorial Guinea | -0.025 | -0.0072 | -0.00081 | -0.0054 | -0.0037 | -0.0045 | -0.0041 | 0.0011 | -0.00026 | -0.0034 | -0.0019 | -0.0018 | -0.0037 | -0.0032 | -0.0021 | 0.0094 | 0.0062 | -0.0021 | 0.0019 | -0.0021 | -0.0014 | -0.0016 | -0.0018 | 0.0058 | 0.021 | -0.0013 | -0.0023 | -0.00096 | -0.002 | -0.00097 | -0.00018 | -0.0002 | -0.0027 | -0.0026 | -0.0022 | -0.002 | -0.0011 | -0.0005 | -0.00049 | -0.0026 | -0.0017 | -0.0006 | -0.0027 | -0.00021 | -0.00014 | -0.003 | -0.00046 | -0.0034 | -0.0015 | -0.00035 | -0.0012 | -0.00066 | 0.0012 | -0.00039 | -0.00037 | -0.0002 | -0.00014 | -0.0012 | -0.0012 | -0.00035 | -0.0043 | -0.0019 | -0.0011 | -0.0021 | -0.0043 | -0.0017 | 0.0058 | 0.0069 | -0.0023 | -0.00056 | -0.0003 | -0.0013 | -0.0036 | -0.0013 | -0.0026 | -0.0011 | -0.0047 | -0.00043 | -0.0041 | 1.0 | -0.00083 | -0.0029 | -0.0006 | -0.00056 | -0.0011 | -0.0012 | -0.00062 | -0.0017 | -0.0032 | -0.00044 | -0.0015 | -0.0034 | -0.0013 | -0.00085 | -0.0017 | -0.00089 | -0.0015 | -0.0012 | -0.0011 | -0.0011 | -0.0047 | -0.00089 | -0.001 | -0.0014 | -0.0028 | -0.0071 | -0.0044 | -0.003 | -0.0047 | -0.00058 | -0.0011 | -0.00066 | -0.0028 | -0.003 | -0.0015 | -0.0032 |
| country_Eritrea | -0.049 | -0.076 | 0.12 | -0.014 | -0.019 | -0.013 | -0.016 | -0.021 | -0.00077 | 0.16 | 0.06 | -0.016 | -0.013 | -0.009 | -0.0051 | -0.0049 | -0.00077 | -0.0015 | -0.0014 | -0.015 | -0.011 | -0.0035 | -0.011 | -0.0086 | 0.021 | 0.34 | -0.0031 | -0.0029 | -0.006 | -0.0029 | -0.00055 | -0.0006 | -0.011 | -0.0039 | -0.0037 | -0.0058 | -0.0034 | -0.0015 | -0.0015 | -0.015 | -0.0051 | -0.0018 | -0.0081 | -0.00063 | -0.0004 | -0.0091 | -0.0014 | -0.01 | -0.0033 | -0.0011 | -0.0036 | -0.002 | -0.019 | -0.0012 | -0.0011 | -0.00058 | -0.0004 | 0.057 | 0.015 | -0.001 | 0.025 | 0.0019 | 0.00018 | 0.0026 | 0.018 | -0.029 | -0.00093 | -0.0049 | -0.0069 | -0.0017 | -0.00089 | -0.0039 | -0.011 | -0.0037 | -0.0078 | -0.0033 | -0.014 | -0.0013 | -0.012 | -0.00083 | 1.0 | -0.0088 | -0.0018 | -0.0017 | -0.0032 | -0.0037 | -0.0019 | -0.0052 | -0.0095 | -0.0013 | -0.0045 | -0.01 | -0.004 | -0.0025 | -0.0051 | -0.0026 | -0.0045 | -0.0036 | -0.0034 | -0.0031 | -0.014 | -0.0027 | -0.0031 | -0.0041 | -0.0085 | -0.021 | -0.013 | -0.0089 | -0.014 | -0.0017 | -0.0033 | -0.002 | -0.0083 | -0.0089 | -0.0044 | -0.0096 |
| country_Ethiopia | 0.095 | 0.039 | 0.014 | -0.024 | -0.079 | -0.015 | -0.029 | 0.057 | -0.00049 | -0.03 | 0.0028 | 0.036 | -0.043 | 0.0097 | 0.0018 | 0.16 | -0.056 | -0.0031 | -0.0041 | 0.069 | -0.045 | 0.022 | -0.012 | 0.12 | 0.038 | 0.012 | -0.017 | -0.01 | -0.019 | -0.0097 | -0.0019 | -0.0021 | -0.038 | -0.025 | -0.018 | -0.019 | -0.0091 | -0.0053 | 0.002 | -0.059 | -0.017 | -0.0053 | 0.0047 | -0.0023 | -0.0014 | -0.023 | -0.0011 | -0.012 | -0.013 | -0.0038 | -0.0091 | -0.007 | 0.047 | -0.0041 | -0.0039 | -0.0021 | -0.0014 | -0.0043 | -0.012 | -0.002 | 0.029 | -0.011 | -0.011 | -0.022 | -0.035 | 0.027 | -0.022 | -0.008 | -0.025 | -0.0059 | -0.0032 | -0.014 | -0.038 | -0.013 | -0.028 | -0.012 | -0.05 | -0.0046 | -0.043 | -0.0029 | -0.0088 | 1.0 | -0.0064 | -0.006 | -0.011 | -0.013 | -0.0066 | -0.019 | -0.034 | -0.0047 | -0.016 | -0.036 | -0.014 | -0.0091 | -0.018 | -0.0094 | -0.016 | -0.013 | -0.012 | -0.011 | -0.05 | -0.0095 | -0.011 | -0.015 | -0.03 | -0.075 | -0.047 | -0.032 | -0.049 | -0.0061 | -0.012 | -0.007 | -0.03 | -0.032 | -0.016 | -0.034 |
| country_Gabon | -0.035 | 0.015 | -0.002 | -0.013 | -0.016 | -0.0091 | 0.017 | 0.037 | -0.00056 | -0.0064 | 0.013 | -0.013 | -0.01 | -0.007 | -0.00032 | -0.00019 | -0.016 | -0.0046 | -0.0037 | -0.014 | -0.0095 | -0.0035 | 0.019 | 0.022 | 0.0026 | -0.0028 | -0.0024 | -0.0021 | -0.0044 | -0.0021 | -0.0004 | -0.00043 | -0.0091 | -0.0046 | -0.0021 | -0.0042 | -0.0025 | -0.0011 | 0.0047 | -0.013 | -0.0037 | -0.0013 | -0.0059 | -0.00046 | -0.00029 | -0.0056 | -0.001 | 0.01 | -0.0033 | -0.00077 | -0.0026 | -0.0014 | 0.028 | 0.0064 | -0.0008 | -0.00042 | -0.00029 | -0.0026 | -0.0026 | -0.00076 | -0.021 | -0.0041 | -0.0025 | -0.0045 | -0.0094 | 0.043 | -0.00012 | -0.014 | -0.005 | -0.0012 | -0.00064 | -0.0029 | -0.0078 | -0.0027 | -0.0056 | -0.0024 | -0.01 | -0.00094 | -0.0088 | -0.0006 | -0.0018 | -0.0064 | 1.0 | -0.0012 | -0.0023 | -0.0027 | -0.0014 | -0.0038 | -0.0069 | -0.00096 | -0.0033 | -0.0073 | -0.0029 | -0.0018 | -0.0037 | -0.0019 | -0.0033 | -0.0026 | -0.0024 | -0.0023 | -0.01 | -0.0019 | -0.0022 | -0.003 | -0.0061 | -0.015 | -0.0096 | -0.0064 | -0.01 | -0.0012 | -0.0024 | -0.0014 | -0.006 | -0.0065 | -0.0032 | -0.007 |
| country_Gambia | -0.068 | -0.0031 | -0.0017 | -0.011 | -0.0032 | -0.0084 | 0.005 | 0.0081 | -0.00053 | -0.0031 | -0.0021 | -0.012 | -0.0069 | -0.0056 | 0.0075 | 0.0039 | 0.0073 | 0.007 | 0.012 | -0.012 | -0.0087 | -0.0033 | 0.0014 | 0.0038 | 0.02 | 0.0019 | -0.0033 | -0.0019 | -0.0041 | -0.002 | -0.00037 | -0.00041 | -0.0078 | -0.003 | -0.0044 | 0.0022 | -0.0023 | -0.001 | -0.00099 | 0.00059 | 1.1e-05 | -0.0012 | -0.0044 | -0.00043 | -0.00028 | -0.0062 | -0.00094 | -0.0041 | 0.0066 | -0.00072 | 0.017 | 0.012 | 0.0081 | -0.00078 | -0.00075 | -0.0004 | -0.00028 | -2.9e-05 | 0.0025 | -0.00071 | -0.015 | -0.0039 | -0.0023 | -0.0042 | -0.0066 | 0.0082 | 0.016 | 0.005 | -0.0047 | -0.0011 | -0.00061 | -0.0027 | -0.0073 | -0.0026 | -0.0053 | -0.0023 | -0.0096 | -0.00088 | -0.0083 | -0.00056 | -0.0017 | -0.006 | -0.0012 | 1.0 | -0.0022 | -0.0025 | -0.0013 | -0.0036 | -0.0065 | -0.0009 | -0.0031 | -0.0069 | -0.0027 | -0.0017 | -0.0035 | -0.0018 | -0.0031 | -0.0025 | -0.0023 | -0.0021 | -0.0096 | -0.0018 | -0.0021 | -0.0028 | -0.0058 | -0.014 | -0.009 | -0.0061 | -0.0095 | -0.0012 | -0.0023 | -0.0013 | -0.0057 | -0.0061 | -0.003 | -0.0066 |
| country_Ghana | -0.063 | 0.027 | -0.0031 | -0.024 | -0.014 | 0.03 | 0.021 | 0.036 | -0.00099 | -0.012 | -0.0031 | -0.024 | -0.013 | 0.025 | 0.017 | -0.0035 | -0.012 | -0.0074 | -0.0056 | -0.024 | -0.015 | -0.0042 | 0.016 | -0.00075 | -0.0077 | -0.005 | -0.0087 | -0.0037 | -0.0078 | -0.0037 | -0.0007 | -0.00077 | -0.015 | -0.01 | -0.0054 | 0.0016 | 0.0025 | -0.0019 | -0.0019 | -0.0087 | -0.0056 | 0.00038 | 0.032 | -0.00081 | -0.00052 | 0.014 | 0.0017 | 0.0008 | 0.023 | -0.0014 | 0.0096 | -0.0025 | 0.038 | -0.0015 | -0.0014 | -0.00075 | -0.00052 | -0.0034 | -0.0046 | -0.0013 | -0.017 | -0.0073 | -0.003 | -0.008 | -0.017 | 0.043 | -0.0062 | -0.008 | -0.0089 | -0.0021 | -0.0011 | -0.005 | -0.014 | -0.0048 | -0.01 | -0.0042 | -0.018 | -0.0017 | -0.016 | -0.0011 | -0.0032 | -0.011 | -0.0023 | -0.0022 | 1.0 | -0.0047 | -0.0024 | -0.0067 | -0.012 | -0.0017 | -0.0058 | -0.013 | -0.0051 | -0.0033 | -0.0066 | -0.0034 | -0.0058 | -0.0047 | -0.0043 | -0.004 | -0.018 | -0.0034 | -0.0039 | -0.0053 | -0.011 | -0.027 | -0.017 | -0.011 | -0.018 | -0.0022 | -0.0043 | -0.0025 | -0.011 | -0.011 | -0.0056 | -0.012 |
| country_Guinea | 0.04 | -0.042 | -0.0009 | 0.0033 | -0.018 | -0.01 | 0.041 | -0.0055 | -0.0011 | -0.011 | 0.021 | -0.016 | -0.008 | -0.0042 | 0.037 | 0.011 | -0.0044 | -0.0055 | 0.012 | -0.013 | -0.0036 | -0.0062 | 0.042 | 0.011 | 0.01 | -0.0048 | 0.0072 | -0.0042 | -0.0055 | -0.0043 | -0.00081 | -0.00089 | 0.0082 | -0.0074 | -0.0033 | -0.0044 | -0.0051 | -0.0022 | -0.0022 | -0.016 | -0.006 | -0.0026 | -0.0007 | -0.00094 | -0.0006 | -0.0098 | -0.002 | 0.0021 | 0.036 | -0.0016 | 0.014 | -0.0029 | -0.0072 | -0.0017 | -0.0016 | -0.00087 | -0.0006 | -0.0031 | -0.0018 | -0.0015 | -0.014 | 0.00036 | -0.005 | 0.0068 | -0.017 | 0.025 | -0.005 | 2.7e-05 | -0.01 | -0.0025 | -0.0013 | -0.0058 | -0.016 | -0.0056 | -0.012 | -0.0049 | -0.021 | -0.0019 | -0.018 | -0.0012 | -0.0037 | -0.013 | -0.0027 | -0.0025 | -0.0047 | 1.0 | -0.0028 | -0.0077 | -0.014 | -0.002 | -0.0067 | -0.015 | -0.0059 | -0.0038 | -0.0076 | -0.0039 | -0.0067 | -0.0054 | -0.005 | -0.0047 | -0.021 | -0.0039 | -0.0046 | -0.0061 | -0.013 | -0.031 | -0.02 | -0.013 | -0.021 | -0.0025 | -0.0049 | -0.0029 | -0.012 | -0.013 | -0.0065 | -0.014 |
| country_Guinea-Bissau | -0.056 | -0.037 | -0.00015 | -0.0075 | -0.013 | -0.0095 | -0.0049 | 0.006 | -0.00058 | -0.00092 | 0.031 | -0.0082 | -0.0083 | -0.0064 | -0.0046 | -0.0021 | -0.013 | 0.0003 | 0.12 | -0.0057 | -0.006 | -0.0036 | -0.0033 | -0.00068 | 0.001 | 0.0052 | -0.0015 | 0.00065 | -0.0046 | -0.0022 | -0.00041 | -0.00045 | -0.0081 | -0.0038 | -0.0024 | -0.0044 | -0.0026 | -0.0011 | -0.0011 | -0.0097 | -0.0039 | -0.0013 | -0.0051 | -0.00048 | -0.00031 | -0.0069 | -0.001 | -0.0034 | -0.0035 | -0.0008 | -0.00055 | 0.0026 | 0.0059 | -0.00087 | 0.0064 | -0.00044 | -0.00031 | 0.0017 | 0.0018 | -0.00079 | 0.012 | 0.0071 | 0.0022 | -0.0047 | -0.0031 | 0.00094 | 0.0024 | -0.012 | -0.0052 | -0.0013 | -0.00067 | -0.003 | -0.0081 | -0.0028 | -0.0059 | -0.0025 | -0.011 | -0.00098 | -0.0091 | -0.00062 | -0.0019 | -0.0066 | -0.0014 | -0.0013 | -0.0024 | -0.0028 | 1.0 | -0.0039 | -0.0071 | -0.001 | -0.0034 | -0.0076 | -0.003 | -0.0019 | -0.0039 | -0.002 | -0.0034 | -0.0028 | -0.0025 | -0.0024 | -0.011 | -0.002 | -0.0023 | -0.0031 | -0.0064 | -0.016 | -0.0099 | -0.0067 | -0.01 | -0.0013 | -0.0025 | -0.0015 | -0.0063 | -0.0067 | -0.0033 | -0.0073 |
| country_Ivory Coast | 0.0032 | -0.042 | -0.0029 | -0.031 | -0.011 | -0.0043 | 0.021 | 0.008 | 0.0021 | -0.0067 | -0.0079 | -0.017 | 0.015 | 0.0048 | 0.011 | 0.011 | -0.0079 | 0.0046 | 0.011 | -0.026 | 0.0096 | -0.0034 | 0.0099 | 0.007 | 0.024 | 0.0043 | -0.014 | 0.0092 | -0.0026 | -0.0061 | 0.0041 | -0.0013 | -0.019 | -0.01 | -0.0079 | 0.0033 | -0.0047 | -0.0031 | 0.0009 | -0.0093 | 0.0086 | -0.0038 | 0.0083 | -0.0013 | -0.00085 | -0.009 | -0.0029 | 0.022 | 0.0042 | 0.006 | 0.0019 | 0.0033 | 0.0067 | 0.01 | -0.0023 | 0.0037 | -0.00085 | -0.0013 | -0.0043 | 0.00057 | -0.0033 | 0.022 | -0.0072 | -0.013 | -0.022 | 0.024 | -0.011 | -0.0013 | -0.015 | -0.0035 | -0.0019 | -0.0083 | -0.023 | -0.0079 | -0.016 | -0.007 | -0.03 | -0.0027 | -0.026 | -0.0017 | -0.0052 | -0.019 | -0.0038 | -0.0036 | -0.0067 | -0.0077 | -0.0039 | 1.0 | -0.02 | -0.0028 | -0.0096 | -0.021 | -0.0084 | -0.0054 | -0.011 | -0.0056 | -0.0095 | -0.0077 | -0.0071 | -0.0066 | -0.03 | -0.0056 | -0.0065 | -0.0087 | -0.018 | -0.044 | -0.028 | -0.019 | -0.029 | -0.0036 | -0.0071 | -0.0041 | -0.018 | -0.019 | -0.0093 | -0.02 |
| country_Kenya | 0.0058 | -0.06 | -0.0068 | -0.049 | -0.016 | 0.12 | 0.054 | 0.014 | -0.003 | -0.028 | 0.00093 | -0.049 | -0.018 | 0.051 | 0.02 | -0.007 | 0.0091 | -0.02 | -0.016 | -0.048 | -0.018 | 0.044 | 0.035 | 0.0033 | -0.026 | -0.0092 | -0.015 | -0.0069 | -0.022 | -0.0099 | 0.0039 | -0.0023 | -0.027 | -0.027 | -0.013 | 0.008 | -0.005 | 0.0086 | 2.5e-05 | -0.0061 | -0.018 | 0.012 | 0.051 | -0.0024 | 0.0025 | 0.1 | 0.0089 | 0.047 | 0.0042 | -0.0025 | 0.012 | -0.0033 | 0.011 | 0.0012 | -0.0042 | -0.0022 | -0.0016 | -0.0045 | -0.013 | -0.004 | -0.022 | -0.021 | -0.011 | -0.022 | -0.031 | 0.049 | -0.02 | 0.019 | -0.027 | -0.0064 | -0.0034 | -0.015 | -0.041 | -0.014 | -0.03 | -0.013 | -0.054 | -0.005 | -0.046 | -0.0032 | -0.0095 | -0.034 | -0.0069 | -0.0065 | -0.012 | -0.014 | -0.0071 | -0.02 | 1.0 | -0.0051 | -0.017 | -0.039 | -0.015 | -0.0098 | -0.02 | -0.01 | -0.017 | -0.014 | -0.013 | -0.012 | -0.054 | -0.01 | -0.012 | -0.016 | -0.032 | -0.081 | -0.051 | -0.034 | -0.053 | -0.0066 | -0.013 | -0.0075 | -0.032 | -0.034 | -0.017 | -0.037 |
| country_Lesotho | -0.053 | -0.022 | -0.00099 | -0.0098 | 0.0096 | -0.0054 | 0.0015 | -0.002 | -0.00041 | 0.004 | 0.0092 | -0.01 | -0.0072 | -0.004 | -0.0014 | 0.0019 | 0.0039 | 0.0056 | 0.022 | -0.01 | -0.00038 | -0.0026 | -0.0013 | -0.00054 | 0.0025 | 0.027 | -0.0036 | -0.0015 | -0.0032 | -0.0016 | -0.00029 | -0.00032 | -0.0067 | -0.0027 | -0.0017 | -0.0012 | -0.0018 | -0.0008 | -0.00078 | 0.0099 | -0.0027 | -0.00095 | -0.003 | -0.00034 | -0.00022 | -0.0036 | -0.00074 | 0.0039 | -3.2e-06 | -0.00057 | -0.002 | -0.0011 | -0.0011 | -0.00062 | -0.00059 | -0.00031 | -0.00022 | 0.0012 | 0.0012 | -0.00056 | -0.0012 | -0.001 | -0.0018 | -0.0033 | -0.0069 | 0.0002 | 0.0048 | 0.0045 | -0.0037 | -0.0009 | -0.00048 | -0.0021 | -0.0058 | -0.002 | -0.0042 | -0.0018 | -0.0076 | -0.00069 | -0.0065 | -0.00044 | -0.0013 | -0.0047 | -0.00096 | -0.0009 | -0.0017 | -0.002 | -0.001 | -0.0028 | -0.0051 | 1.0 | -0.0024 | -0.0054 | -0.0021 | -0.0014 | -0.0028 | -0.0014 | -0.0024 | -0.002 | -0.0018 | -0.0017 | -0.0075 | -0.0014 | -0.0017 | -0.0022 | -0.0045 | -0.011 | -0.0071 | -0.0048 | -0.0075 | -0.00092 | -0.0018 | -0.0011 | -0.0045 | -0.0048 | -0.0024 | -0.0052 |
| country_Liberia | -0.09 | -0.068 | -0.0042 | 0.049 | -0.037 | -0.011 | 0.0036 | 0.00068 | -0.0014 | -0.0029 | 0.037 | 0.017 | -0.021 | -0.01 | -0.0036 | -0.0017 | -0.02 | 0.014 | -0.0073 | 0.066 | -0.026 | -0.0053 | 0.0029 | 0.00023 | 0.0023 | 0.012 | -0.007 | 0.0052 | -0.0061 | 0.026 | -0.001 | -0.0011 | 0.0012 | -0.0036 | -0.0078 | -0.0072 | -0.0044 | -0.0027 | -0.0027 | -0.027 | -0.0055 | -0.0014 | -0.012 | -0.0012 | -0.00074 | -0.0084 | -0.0025 | 0.0011 | -0.0041 | -0.0019 | 0.007 | 0.0049 | -0.00085 | -0.0021 | 0.028 | -0.0011 | -0.00074 | 0.008 | -0.0047 | 0.0076 | -0.00037 | 0.074 | -0.0013 | -0.005 | -0.023 | 0.0024 | -0.0076 | -0.013 | -0.013 | -0.0031 | -0.0016 | -0.0072 | -0.02 | -0.0069 | -0.014 | -0.0061 | -0.026 | -0.0024 | -0.022 | -0.0015 | -0.0045 | -0.016 | -0.0033 | -0.0031 | -0.0058 | -0.0067 | -0.0034 | -0.0096 | -0.017 | -0.0024 | 1.0 | -0.018 | -0.0073 | -0.0047 | -0.0094 | -0.0048 | -0.0083 | -0.0067 | -0.0062 | -0.0058 | -0.026 | -0.0049 | -0.0056 | -0.0076 | -0.016 | -0.039 | -0.024 | -0.016 | -0.026 | -0.0032 | -0.0061 | -0.0036 | -0.015 | -0.016 | -0.0081 | -0.018 |
| country_Libya | 0.11 | 0.12 | -0.004 | -0.027 | 0.029 | 0.02 | -0.043 | -0.032 | 0.023 | 0.0057 | -0.031 | -0.0072 | 0.13 | 0.063 | -0.021 | -0.013 | -0.05 | -0.007 | -0.02 | -0.015 | 0.091 | 0.022 | -0.037 | -0.03 | -0.033 | 0.06 | -0.013 | -0.012 | 0.042 | 0.039 | -0.0022 | 0.0027 | -0.034 | -0.017 | 0.056 | 0.029 | 0.055 | 0.0033 | 0.018 | -0.0061 | -0.0069 | 0.029 | 0.037 | 0.0096 | 0.006 | -0.024 | -3.5e-06 | -0.02 | -0.016 | -0.0028 | -0.0085 | -0.0064 | -0.025 | 0.00066 | -0.0017 | 0.027 | 0.006 | -0.0016 | -0.0085 | -0.0028 | 0.018 | 0.04 | -0.0097 | -0.0038 | 0.14 | -0.058 | -0.0032 | -0.054 | -0.028 | -0.0068 | -0.0036 | -0.016 | -0.044 | -0.015 | -0.032 | -0.013 | -0.057 | -0.0053 | -0.049 | -0.0034 | -0.01 | -0.036 | -0.0073 | -0.0069 | -0.013 | -0.015 | -0.0076 | -0.021 | -0.039 | -0.0054 | -0.018 | 1.0 | -0.016 | -0.01 | -0.021 | -0.011 | -0.018 | -0.015 | -0.014 | -0.013 | -0.057 | -0.011 | -0.013 | -0.017 | -0.034 | -0.086 | -0.054 | -0.036 | -0.057 | -0.007 | -0.014 | -0.008 | -0.034 | -0.036 | -0.018 | -0.039 |
| country_Madagascar | -0.2 | 0.013 | -0.0029 | -0.031 | 0.012 | -0.0022 | 0.028 | 0.029 | -0.0012 | -0.016 | 0.026 | -0.03 | -0.0079 | -0.00029 | 0.00062 | -0.0011 | -0.01 | -0.0085 | -0.0037 | -0.031 | 0.014 | -0.0062 | 0.032 | 0.0087 | -0.0031 | -0.0064 | -0.011 | -0.0046 | -0.0098 | -0.0047 | -0.00088 | -0.00097 | -0.02 | -0.013 | -0.0023 | -0.0081 | 0.037 | 0.013 | -0.0024 | -8.5e-05 | -0.0068 | -0.0029 | -0.012 | 0.0049 | -0.00065 | 0.0087 | -0.0022 | 0.004 | 0.0033 | -0.0017 | -0.0018 | -0.0012 | 0.027 | -0.0019 | -0.0018 | -0.00095 | -0.00065 | -0.0059 | -0.0058 | -0.0017 | -0.015 | -0.0092 | -0.0055 | -0.0089 | -0.014 | 0.044 | -0.011 | -0.0073 | -0.011 | -0.0027 | -0.0014 | -0.0064 | -0.017 | -0.0061 | -0.013 | -0.0054 | -0.023 | -0.0021 | -0.02 | -0.0013 | -0.004 | -0.014 | -0.0029 | -0.0027 | -0.0051 | -0.0059 | -0.003 | -0.0084 | -0.015 | -0.0021 | -0.0073 | -0.016 | 1.0 | -0.0041 | -0.0083 | -0.0043 | -0.0073 | -0.0059 | -0.0054 | -0.0051 | -0.023 | -0.0043 | -0.005 | -0.0067 | -0.014 | -0.034 | -0.021 | -0.014 | -0.022 | -0.0028 | -0.0054 | -0.0032 | -0.013 | -0.014 | -0.0071 | -0.016 |
| country_Malawi | -0.05 | 0.0089 | -0.0028 | -0.02 | -0.01 | 0.0092 | 0.034 | 0.016 | -0.0008 | -0.01 | 0.0052 | -0.019 | -0.011 | -0.01 | 0.024 | 0.00088 | 0.0021 | -0.0056 | -0.0052 | -0.02 | -0.014 | -0.0025 | 0.033 | 0.0088 | 0.0035 | -0.004 | -0.007 | -0.0029 | -0.0062 | -0.003 | -0.00056 | -0.00062 | -0.013 | -0.0081 | -0.0067 | -0.0009 | -0.0018 | 0.0024 | 0.0025 | -0.0032 | -0.0053 | -0.0018 | -0.0084 | -0.00065 | -0.00042 | 0.021 | -0.0014 | 0.022 | 0.0056 | -0.0011 | 0.011 | 0.00098 | 0.012 | 0.0039 | -0.0011 | -0.0006 | -0.00042 | -0.0037 | -0.0037 | -0.0011 | -0.028 | -0.0059 | -0.0035 | -0.0064 | -0.013 | 0.04 | -0.0089 | 0.0048 | -0.0072 | -0.0017 | -0.00092 | -0.0041 | -0.011 | -0.0039 | -0.008 | -0.0034 | -0.014 | -0.0013 | -0.012 | -0.00085 | -0.0025 | -0.0091 | -0.0018 | -0.0017 | -0.0033 | -0.0038 | -0.0019 | -0.0054 | -0.0098 | -0.0014 | -0.0047 | -0.01 | -0.0041 | 1.0 | -0.0053 | -0.0027 | -0.0047 | -0.0038 | -0.0035 | -0.0032 | -0.014 | -0.0027 | -0.0032 | -0.0042 | -0.0087 | -0.022 | -0.014 | -0.0092 | -0.014 | -0.0018 | -0.0034 | -0.002 | -0.0085 | -0.0092 | -0.0045 | -0.0099 |
| country_Mali | 0.11 | 0.051 | -0.0028 | 0.061 | 0.0086 | -0.011 | -0.022 | -0.024 | -0.0016 | 0.037 | 0.011 | 0.0054 | 0.00035 | -0.004 | -0.01 | -0.0091 | -0.015 | 0.075 | -0.0012 | 0.001 | 0.0017 | -0.0075 | -0.017 | -0.013 | -0.011 | -0.0082 | 0.019 | 0.032 | 0.023 | 0.0042 | 0.026 | 0.023 | 0.014 | 0.058 | 0.0043 | -0.0034 | 0.0006 | -0.0031 | 0.001 | -0.015 | 0.056 | -0.0004 | -0.0036 | -0.0013 | -0.00084 | -0.011 | 0.0014 | -0.014 | -0.0089 | -0.0022 | -0.0036 | 0.0064 | -0.022 | -0.0024 | -0.0023 | -0.0012 | -0.00084 | 0.0022 | 0.025 | 0.0091 | 0.015 | 0.017 | -0.0019 | 0.0066 | 0.04 | -0.036 | 0.019 | -0.017 | -0.014 | -0.0035 | -0.0018 | -0.0082 | -0.022 | -0.0078 | -0.016 | -0.0069 | -0.029 | -0.0027 | -0.025 | -0.0017 | -0.0051 | -0.018 | -0.0037 | -0.0035 | -0.0066 | -0.0076 | -0.0039 | -0.011 | -0.02 | -0.0028 | -0.0094 | -0.021 | -0.0083 | -0.0053 | 1.0 | -0.0055 | -0.0094 | -0.0076 | -0.007 | -0.0065 | -0.029 | -0.0055 | -0.0064 | -0.0086 | -0.018 | -0.044 | -0.027 | -0.018 | -0.029 | -0.0036 | -0.0069 | -0.0041 | -0.017 | -0.019 | -0.0091 | -0.02 |
| country_Mauritania | -0.025 | 0.011 | -0.0029 | -0.014 | -0.026 | -0.014 | 0.0063 | 0.064 | -0.00083 | -0.0084 | 0.03 | -0.014 | -0.014 | -0.0097 | -0.0028 | -0.0018 | -0.025 | -0.0032 | 0.0025 | -0.011 | -0.014 | -0.0051 | 0.017 | 0.055 | -0.0019 | -0.0013 | -0.0064 | -0.0031 | -0.0065 | -0.0031 | -0.00058 | -0.00064 | -0.011 | -0.0062 | -0.0061 | -0.0062 | -0.0037 | -0.0016 | -0.0016 | -0.02 | -0.0055 | -0.0019 | -0.008 | -0.00068 | -0.00043 | -0.0097 | -0.0015 | -0.0084 | -0.0012 | -0.0011 | 0.00077 | -0.0021 | 0.042 | -0.0012 | -0.0012 | -0.00063 | -0.00043 | -0.00076 | -0.0022 | -0.0011 | -0.026 | -0.0041 | -0.0036 | -0.0057 | -0.012 | 0.057 | 0.00056 | -0.021 | -0.0074 | -0.0018 | -0.00095 | -0.0042 | -0.011 | -0.004 | -0.0083 | -0.0035 | -0.015 | -0.0014 | -0.013 | -0.00089 | -0.0026 | -0.0094 | -0.0019 | -0.0018 | -0.0034 | -0.0039 | -0.002 | -0.0056 | -0.01 | -0.0014 | -0.0048 | -0.011 | -0.0043 | -0.0027 | -0.0055 | 1.0 | -0.0048 | -0.0039 | -0.0036 | -0.0034 | -0.015 | -0.0028 | -0.0033 | -0.0044 | -0.009 | -0.023 | -0.014 | -0.0095 | -0.015 | -0.0018 | -0.0036 | -0.0021 | -0.0089 | -0.0095 | -0.0047 | -0.01 |
| country_Morocco | -0.14 | 0.022 | -0.0051 | -0.033 | -0.041 | -0.024 | 0.01 | 0.11 | -0.0014 | -0.014 | 0.017 | -0.032 | -0.02 | -0.018 | 0.0053 | 0.047 | -0.043 | -0.0079 | -0.0093 | -0.032 | -0.02 | -0.0088 | 0.023 | 0.077 | -0.0067 | -0.0063 | -0.0094 | -0.0052 | -0.01 | -0.0053 | -0.001 | -0.0011 | -0.022 | -0.014 | -0.011 | -0.0089 | -0.0063 | -0.0027 | -0.00037 | -0.032 | -0.0087 | -0.0032 | -0.015 | -0.0012 | -0.00074 | -0.016 | -0.0025 | -0.011 | -0.00036 | 0.011 | 0.0098 | 0.0049 | 0.087 | 0.027 | 0.00099 | -0.0011 | -0.00074 | -0.002 | -0.0056 | 0.0045 | -0.052 | -0.01 | -0.0062 | -0.011 | -0.02 | 0.091 | 0.0042 | -0.022 | -0.013 | -0.0031 | -0.0016 | -0.0072 | -0.02 | -0.0068 | -0.014 | -0.006 | -0.026 | -0.0024 | -0.022 | -0.0015 | -0.0045 | -0.016 | -0.0033 | -0.0031 | -0.0058 | -0.0067 | -0.0034 | -0.0095 | -0.017 | -0.0024 | -0.0083 | -0.018 | -0.0073 | -0.0047 | -0.0094 | -0.0048 | 1.0 | -0.0067 | -0.0061 | -0.0057 | -0.026 | -0.0049 | -0.0056 | -0.0075 | -0.015 | -0.038 | -0.024 | -0.016 | -0.025 | -0.0031 | -0.0061 | -0.0036 | -0.015 | -0.016 | -0.008 | -0.018 |
| country_Mozambique | 0.039 | 0.016 | -0.0036 | -0.029 | 0.054 | -0.019 | 0.018 | -0.0084 | -0.0011 | -0.012 | 0.022 | -0.027 | 0.0021 | -0.014 | 0.0025 | -0.0023 | 0.015 | -0.0068 | -0.0075 | -0.028 | 0.038 | -0.0062 | 0.0093 | -0.0042 | 0.0021 | -0.0037 | -0.01 | -0.0042 | -0.0089 | -0.0043 | -0.00081 | -0.00088 | -0.018 | -0.012 | 0.013 | -0.0029 | -0.0051 | 0.037 | 0.00068 | 0.035 | -0.0051 | -0.0026 | -0.012 | -0.00094 | -0.0006 | -0.012 | -0.002 | 0.0026 | 0.0058 | -0.0016 | 0.013 | -0.00079 | -0.0072 | -0.0017 | -0.0016 | -0.00086 | -0.0006 | -0.002 | -0.003 | -0.0015 | -0.011 | -0.0062 | -0.0026 | -0.0085 | -0.017 | 0.0023 | 0.015 | 0.015 | -0.01 | -0.0025 | -0.0013 | -0.0058 | -0.016 | -0.0055 | -0.011 | -0.0049 | -0.021 | -0.0019 | -0.018 | -0.0012 | -0.0036 | -0.013 | -0.0026 | -0.0025 | -0.0047 | -0.0054 | -0.0028 | -0.0077 | -0.014 | -0.002 | -0.0067 | -0.015 | -0.0059 | -0.0038 | -0.0076 | -0.0039 | -0.0067 | 1.0 | -0.005 | -0.0046 | -0.021 | -0.0039 | -0.0045 | -0.0061 | -0.012 | -0.031 | -0.019 | -0.013 | -0.021 | -0.0025 | -0.0049 | -0.0029 | -0.012 | -0.013 | -0.0065 | -0.014 |
| country_Namibia | -0.032 | -0.01 | -0.0036 | -0.0097 | -0.028 | -0.014 | -0.0014 | 0.077 | -0.001 | -0.0034 | -0.017 | -0.01 | -0.016 | -0.011 | -0.0039 | -0.004 | -0.02 | -0.0065 | -0.0069 | -0.015 | -0.02 | -0.0065 | -0.0014 | -0.0036 | -0.0081 | -0.0042 | -0.0045 | 0.016 | -0.0082 | -0.0039 | -0.00074 | -0.00081 | -0.0019 | -0.0078 | -0.0061 | -0.004 | -0.0047 | 0.01 | -0.002 | -0.02 | -0.0061 | -0.0024 | -0.0088 | -0.00086 | -0.00055 | -0.0088 | -0.0019 | -0.0049 | -0.0033 | -0.0014 | 0.0098 | -0.00038 | 0.081 | -0.0016 | -0.0015 | -0.0008 | -0.00055 | 0.015 | -0.0036 | -0.0014 | -0.027 | -0.0069 | -0.0046 | -0.0063 | -0.012 | 0.064 | -0.013 | -0.018 | -0.0095 | -0.0023 | -0.0012 | -0.0053 | -0.015 | -0.0051 | -0.011 | -0.0045 | -0.019 | -0.0018 | -0.016 | -0.0011 | -0.0034 | -0.012 | -0.0024 | -0.0023 | -0.0043 | -0.005 | -0.0025 | -0.0071 | -0.013 | -0.0018 | -0.0062 | -0.014 | -0.0054 | -0.0035 | -0.007 | -0.0036 | -0.0061 | -0.005 | 1.0 | -0.0043 | -0.019 | -0.0036 | -0.0042 | -0.0056 | -0.012 | -0.029 | -0.018 | -0.012 | -0.019 | -0.0023 | -0.0045 | -0.0027 | -0.011 | -0.012 | -0.006 | -0.013 |
| country_Niger | 0.066 | -0.0083 | -0.0004 | 0.035 | -0.022 | -0.011 | 0.0043 | 0.0015 | -0.00098 | -0.0063 | 0.039 | -0.0094 | 0.0079 | -0.0031 | -0.0047 | -0.0053 | -0.019 | -0.0066 | 0.051 | 0.016 | -0.0059 | -0.0021 | 0.015 | -0.0052 | -0.0099 | -0.0013 | -0.0043 | -0.0036 | 0.029 | 0.0046 | -0.00069 | -0.00076 | 0.0079 | -0.0075 | -0.0061 | -0.0049 | -0.003 | -0.0019 | -0.0019 | -0.018 | -0.0037 | -0.0023 | -0.0037 | -0.00081 | -0.00051 | -0.01 | -0.0018 | -0.0059 | -0.0058 | -0.0013 | 0.00061 | -0.0025 | 0.003 | -0.0015 | -0.0014 | -0.00074 | -0.00051 | -0.0046 | 0.0021 | -0.0013 | 0.012 | 0.037 | -0.0043 | -0.0079 | -0.005 | 0.004 | -0.0021 | -0.018 | -0.0088 | -0.0021 | -0.0011 | -0.005 | -0.014 | -0.0048 | -0.0099 | -0.0042 | -0.018 | -0.0016 | -0.015 | -0.0011 | -0.0031 | -0.011 | -0.0023 | -0.0021 | -0.004 | -0.0047 | -0.0024 | -0.0066 | -0.012 | -0.0017 | -0.0058 | -0.013 | -0.0051 | -0.0032 | -0.0065 | -0.0034 | -0.0057 | -0.0046 | -0.0043 | 1.0 | -0.018 | -0.0034 | -0.0039 | -0.0052 | -0.011 | -0.027 | -0.017 | -0.011 | -0.018 | -0.0022 | -0.0042 | -0.0025 | -0.011 | -0.011 | -0.0056 | -0.012 |
| country_Nigeria | -0.13 | 0.068 | 0.0029 | -0.069 | 0.033 | 0.1 | 0.0029 | 0.036 | -0.0044 | -0.051 | -0.044 | -0.033 | 0.005 | 0.05 | 0.0036 | -0.015 | 0.021 | -0.033 | -0.018 | -0.04 | 0.0097 | 0.013 | -0.026 | -0.025 | -0.04 | -0.021 | -0.03 | -0.013 | -0.026 | -0.0045 | -0.0031 | -0.0015 | -0.024 | -0.039 | -0.011 | 0.026 | 0.012 | -0.0046 | 0.0012 | 0.037 | -0.027 | -0.0024 | 0.061 | 0.0054 | 0.00053 | 0.076 | -0.0053 | 0.019 | 0.017 | -0.0038 | 0.0045 | -0.0076 | 0.045 | 0.0044 | -0.0063 | -0.0033 | -0.0023 | -0.019 | -0.02 | -0.0048 | -0.014 | -0.027 | -0.016 | -0.025 | -0.025 | 0.03 | -0.038 | 0.031 | -0.04 | -0.0095 | -0.0051 | -0.022 | -0.061 | -0.021 | -0.044 | -0.019 | -0.08 | -0.0073 | -0.069 | -0.0047 | -0.014 | -0.05 | -0.01 | -0.0096 | -0.018 | -0.021 | -0.011 | -0.03 | -0.054 | -0.0075 | -0.026 | -0.057 | -0.023 | -0.014 | -0.029 | -0.015 | -0.026 | -0.021 | -0.019 | -0.018 | 1.0 | -0.015 | -0.017 | -0.023 | -0.048 | -0.12 | -0.075 | -0.051 | -0.079 | -0.0098 | -0.019 | -0.011 | -0.047 | -0.051 | -0.025 | -0.055 |
| country_Republic of Congo | 0.0016 | -0.051 | -0.0021 | -0.02 | 0.052 | -0.014 | -0.0063 | -0.013 | 0.014 | -0.0032 | 0.049 | -0.02 | -0.0045 | -0.01 | -0.0057 | -0.003 | -0.0061 | -0.0024 | 0.0035 | -0.021 | 0.063 | -0.0052 | -0.0032 | -0.00042 | 0.0027 | 0.0015 | -0.0064 | -0.0031 | -0.0065 | -0.0031 | -0.00059 | -0.00064 | -0.013 | -0.0077 | 0.0096 | 0.0035 | -0.0037 | -0.0016 | -0.0016 | 0.0036 | 0.0011 | 0.0013 | -0.0088 | -0.00068 | -0.00044 | -0.0098 | -0.0015 | -0.005 | -0.0037 | -0.0011 | -0.00083 | -0.0021 | -0.014 | -0.0012 | -0.0012 | 0.019 | -0.00044 | 0.0039 | -0.00068 | -0.0011 | 0.019 | 0.00091 | -0.00033 | -0.004 | -0.0014 | -0.016 | 0.0099 | -0.0067 | -0.0075 | -0.0018 | -0.00096 | -0.0042 | -0.012 | -0.004 | -0.0084 | -0.0036 | -0.015 | -0.0014 | -0.013 | -0.00089 | -0.0027 | -0.0095 | -0.0019 | -0.0018 | -0.0034 | -0.0039 | -0.002 | -0.0056 | -0.01 | -0.0014 | -0.0049 | -0.011 | -0.0043 | -0.0027 | -0.0055 | -0.0028 | -0.0049 | -0.0039 | -0.0036 | -0.0034 | -0.015 | 1.0 | -0.0033 | -0.0044 | -0.0091 | -0.023 | -0.014 | -0.0096 | -0.015 | -0.0018 | -0.0036 | -0.0021 | -0.0089 | -0.0096 | -0.0047 | -0.01 |
| country_Rwanda | -0.029 | -0.067 | 0.0062 | 0.0084 | 0.0091 | -0.016 | -0.018 | -0.017 | -0.00096 | -0.0034 | -0.0068 | -0.0015 | -0.0082 | -0.012 | -0.0076 | -0.0062 | 0.037 | -0.0017 | 0.0024 | 0.0046 | -0.0018 | -0.006 | -0.011 | -0.0089 | 0.04 | 0.0076 | 0.0055 | -0.0036 | -0.0075 | -0.0036 | -0.00068 | -0.00074 | 0.012 | -0.0079 | -0.0058 | -0.0073 | -0.0043 | -0.0019 | -0.0018 | 0.018 | -0.0064 | -0.0022 | -0.01 | -0.00079 | -0.0005 | -0.0097 | -0.0017 | -0.012 | -0.0057 | -0.0013 | -0.0045 | 4.7e-05 | -0.015 | -0.0014 | -0.0014 | -0.00073 | -0.0005 | 0.0062 | 0.001 | -0.0013 | -0.0024 | -0.0071 | -0.0028 | -0.0078 | -0.01 | -0.026 | 0.0021 | 0.04 | -0.0087 | -0.0021 | -0.0011 | -0.0049 | -0.013 | -0.0047 | -0.0097 | -0.0041 | -0.018 | -0.0016 | -0.015 | -0.001 | -0.0031 | -0.011 | -0.0022 | -0.0021 | -0.0039 | -0.0046 | -0.0023 | -0.0065 | -0.012 | -0.0017 | -0.0056 | -0.013 | -0.005 | -0.0032 | -0.0064 | -0.0033 | -0.0056 | -0.0045 | -0.0042 | -0.0039 | -0.017 | -0.0033 | 1.0 | -0.0051 | -0.011 | -0.026 | -0.016 | -0.011 | -0.017 | -0.0021 | -0.0042 | -0.0024 | -0.01 | -0.011 | -0.0055 | -0.012 |
| country_Senegal | 0.0025 | -0.02 | -0.0035 | 0.012 | -0.024 | -0.017 | 0.013 | 0.047 | 0.0034 | -0.016 | 0.0066 | -0.0014 | -0.017 | -0.012 | 0.012 | -0.0045 | -0.019 | -0.0077 | -0.0085 | 0.0047 | -0.019 | -0.0065 | 0.012 | 0.0054 | -0.012 | -0.0056 | -0.0053 | 0.043 | -0.01 | -0.0048 | -0.00091 | -0.001 | 0.0054 | -0.012 | -0.0097 | -0.0053 | -0.0025 | -2.6e-05 | -0.0024 | -0.014 | -0.0085 | -0.003 | -0.0085 | 0.0047 | -0.00068 | -0.014 | -0.0023 | -0.0021 | 0.015 | -0.0018 | 0.0049 | 0.00046 | 0.046 | -0.0019 | -0.0018 | 0.0052 | -0.00068 | -0.0061 | -0.0039 | -0.0017 | -0.011 | -0.0088 | -0.0046 | -0.01 | -0.012 | 0.048 | -0.0099 | -0.017 | -0.012 | -0.0028 | -0.0015 | -0.0066 | -0.018 | -0.0063 | -0.013 | -0.0055 | -0.023 | -0.0022 | -0.02 | -0.0014 | -0.0041 | -0.015 | -0.003 | -0.0028 | -0.0053 | -0.0061 | -0.0031 | -0.0087 | -0.016 | -0.0022 | -0.0076 | -0.017 | -0.0067 | -0.0042 | -0.0086 | -0.0044 | -0.0075 | -0.0061 | -0.0056 | -0.0052 | -0.023 | -0.0044 | -0.0051 | 1.0 | -0.014 | -0.035 | -0.022 | -0.015 | -0.023 | -0.0029 | -0.0056 | -0.0033 | -0.014 | -0.015 | -0.0073 | -0.016 |
| country_Sierra Leone | -0.25 | -0.34 | -0.0099 | 0.18 | 0.01 | -0.041 | -0.047 | -0.076 | 0.0091 | 0.11 | -0.065 | 0.038 | -0.04 | -0.032 | -0.014 | -0.016 | 0.043 | -0.017 | -0.017 | -0.054 | -0.048 | -0.014 | -0.03 | -0.028 | -0.035 | -0.013 | 0.22 | 0.0042 | 0.1 | 0.0033 | -0.0019 | -0.002 | 0.17 | 0.066 | 0.055 | -0.01 | -0.012 | -0.0051 | -0.005 | -0.022 | -0.0093 | -0.003 | -0.027 | -0.0022 | -0.0014 | -0.03 | -0.0047 | -0.03 | -0.012 | -0.0036 | -0.01 | -0.0039 | -0.071 | -0.0039 | -0.0021 | -0.002 | 0.021 | 0.022 | 0.14 | -0.0036 | -0.048 | 0.035 | 0.16 | 0.33 | -0.044 | -0.096 | 0.08 | -0.011 | -0.024 | -0.0057 | -0.003 | -0.013 | -0.037 | -0.013 | -0.027 | -0.011 | -0.048 | -0.0044 | -0.041 | -0.0028 | -0.0085 | -0.03 | -0.0061 | -0.0058 | -0.011 | -0.013 | -0.0064 | -0.018 | -0.032 | -0.0045 | -0.016 | -0.034 | -0.014 | -0.0087 | -0.018 | -0.009 | -0.015 | -0.012 | -0.012 | -0.011 | -0.048 | -0.0091 | -0.011 | -0.014 | 1.0 | -0.072 | -0.045 | -0.03 | -0.048 | -0.0059 | -0.011 | -0.0067 | -0.028 | -0.031 | -0.015 | -0.033 |
| country_Somalia | -0.42 | 0.11 | -0.015 | 0.0093 | 0.057 | 0.045 | -0.11 | -0.15 | -0.0033 | 0.19 | -0.015 | 0.16 | 0.093 | 0.056 | -0.047 | -0.037 | -0.02 | 0.06 | 0.07 | 0.045 | 0.086 | 0.021 | -0.075 | -0.057 | -0.059 | -0.024 | -0.0074 | 0.0011 | 0.073 | 0.03 | 0.0045 | 0.0075 | -0.015 | 0.21 | -0.021 | 0.02 | -0.0052 | -0.011 | -0.0072 | 0.016 | 0.095 | 0.0065 | 0.048 | -0.0028 | 0.0027 | 0.015 | 0.0028 | -0.068 | -0.033 | -0.009 | -0.026 | -0.011 | -0.14 | -0.0098 | -0.0056 | -0.005 | -0.0014 | 0.032 | 0.014 | -0.0041 | 0.2 | -0.0079 | -0.01 | 0.026 | 0.12 | -0.2 | -0.035 | -0.034 | -0.059 | -0.014 | -0.0076 | -0.034 | -0.092 | -0.032 | -0.066 | -0.028 | -0.12 | -0.011 | -0.1 | -0.0071 | -0.021 | -0.075 | -0.015 | -0.014 | -0.027 | -0.031 | -0.016 | -0.044 | -0.081 | -0.011 | -0.039 | -0.086 | -0.034 | -0.022 | -0.044 | -0.023 | -0.038 | -0.031 | -0.029 | -0.027 | -0.12 | -0.023 | -0.026 | -0.035 | -0.072 | 1.0 | -0.11 | -0.076 | -0.12 | -0.015 | -0.028 | -0.017 | -0.071 | -0.076 | -0.038 | -0.082 |
| country_South Africa | 0.14 | 0.089 | -0.015 | -0.1 | -0.096 | -0.02 | 0.24 | 0.2 | -0.0041 | -0.051 | 0.012 | -0.099 | -0.073 | -0.048 | 0.031 | -0.01 | -0.098 | -0.018 | -0.026 | -0.1 | -0.076 | -0.022 | 0.14 | -0.0027 | -0.058 | -0.02 | -0.036 | -0.015 | -0.032 | -0.015 | -0.0029 | -0.0032 | -0.067 | -0.042 | -0.032 | -0.022 | -0.016 | 0.00023 | -0.00027 | -0.061 | -0.026 | -0.0074 | -0.041 | -0.0015 | -0.0022 | 0.021 | -0.0073 | 0.2 | 0.0036 | 0.0012 | 0.043 | 0.03 | 0.21 | 0.015 | 0.015 | -0.0031 | -0.0022 | -0.015 | -0.019 | -0.0056 | -0.15 | -0.03 | -0.018 | -0.033 | -0.064 | 0.33 | -0.064 | -0.083 | -0.037 | -0.0089 | -0.0047 | -0.021 | -0.057 | -0.02 | -0.042 | -0.018 | -0.075 | -0.0069 | -0.065 | -0.0044 | -0.013 | -0.047 | -0.0096 | -0.009 | -0.017 | -0.02 | -0.0099 | -0.028 | -0.051 | -0.0071 | -0.024 | -0.054 | -0.021 | -0.014 | -0.027 | -0.014 | -0.024 | -0.019 | -0.018 | -0.017 | -0.075 | -0.014 | -0.016 | -0.022 | -0.045 | -0.11 | 1.0 | -0.047 | -0.074 | -0.0092 | -0.018 | -0.01 | -0.044 | -0.048 | -0.023 | -0.051 |
| country_South Sudan | 0.19 | 0.13 | 0.0037 | -0.0027 | -0.014 | 0.053 | -0.048 | -0.066 | 0.0017 | -0.0054 | 0.0095 | 0.051 | -0.031 | 0.036 | -0.016 | -0.017 | 0.032 | -0.003 | 0.056 | 0.078 | -0.025 | 0.026 | -0.035 | -0.028 | 0.057 | 0.017 | -0.0083 | 0.00064 | -0.007 | -0.00079 | -0.002 | -0.0022 | -0.02 | -0.023 | -0.014 | -0.01 | 0.0054 | -0.0053 | -0.0052 | -0.0042 | -0.0099 | 0.016 | 0.033 | -0.0023 | -0.0015 | 0.035 | 7.5e-05 | -0.031 | -0.012 | -0.0022 | -0.0055 | -0.00086 | -0.06 | -0.0041 | -0.00085 | 0.0038 | -0.0015 | 0.023 | 0.0027 | -0.0021 | 0.058 | 0.018 | -0.0097 | -0.017 | -0.013 | -0.09 | 0.013 | 0.034 | -0.025 | -0.006 | -0.0032 | -0.014 | -0.039 | -0.013 | -0.028 | -0.012 | -0.051 | -0.0047 | -0.044 | -0.003 | -0.0089 | -0.032 | -0.0064 | -0.0061 | -0.011 | -0.013 | -0.0067 | -0.019 | -0.034 | -0.0048 | -0.016 | -0.036 | -0.014 | -0.0092 | -0.018 | -0.0095 | -0.016 | -0.013 | -0.012 | -0.011 | -0.051 | -0.0096 | -0.011 | -0.015 | -0.03 | -0.076 | -0.047 | 1.0 | -0.05 | -0.0062 | -0.012 | -0.0071 | -0.03 | -0.032 | -0.016 | -0.035 |
| country_Sudan | 0.29 | 0.016 | 0.011 | 0.032 | 0.051 | 0.025 | -0.065 | -0.07 | 0.0016 | -0.027 | 0.02 | -0.023 | -0.048 | 0.023 | -0.022 | -0.0017 | 0.1 | 0.0087 | -0.0082 | 0.039 | -0.054 | 0.00049 | -0.039 | 0.011 | 0.093 | 0.013 | -0.017 | 0.011 | -0.0034 | 0.00062 | -0.00095 | -0.0034 | -0.018 | -0.025 | -0.017 | -0.0098 | 0.0048 | -0.0037 | -0.0034 | 0.08 | 0.0036 | 0.005 | 0.024 | -0.0036 | 0.0034 | 0.012 | 0.0074 | -0.045 | -0.017 | -0.0049 | -0.015 | -0.0081 | -0.078 | -0.0065 | -0.0041 | -0.0013 | 0.0063 | -0.0089 | -0.012 | -0.0014 | -0.0056 | 0.028 | -0.013 | -0.031 | 0.098 | -0.11 | -0.01 | 0.067 | -0.039 | -0.0094 | -0.005 | -0.022 | -0.06 | -0.021 | -0.044 | -0.019 | -0.079 | -0.0073 | -0.068 | -0.0047 | -0.014 | -0.049 | -0.01 | -0.0095 | -0.018 | -0.021 | -0.01 | -0.029 | -0.053 | -0.0075 | -0.026 | -0.057 | -0.022 | -0.014 | -0.029 | -0.015 | -0.025 | -0.021 | -0.019 | -0.018 | -0.079 | -0.015 | -0.017 | -0.023 | -0.048 | -0.12 | -0.074 | -0.05 | 1.0 | -0.0097 | -0.019 | -0.011 | -0.047 | -0.05 | -0.025 | -0.054 |
| country_Swaziland | -0.051 | -0.0088 | -0.002 | -0.014 | -0.0064 | -0.0086 | -0.0015 | 0.02 | -0.00054 | -0.007 | 0.0082 | -0.013 | -0.01 | -0.0067 | 3.3e-05 | 0.041 | 0.00014 | -0.00027 | -0.0018 | -0.013 | -0.0059 | -0.0033 | 0.0062 | 0.045 | 0.018 | -0.0027 | -0.0047 | -0.002 | -0.0042 | -0.002 | -0.00038 | -0.00042 | -0.0087 | -0.0055 | -0.0045 | -0.0041 | -0.0024 | -0.001 | -0.001 | -0.004 | -0.0018 | -0.0012 | -0.0057 | -0.00044 | -0.00028 | -0.0053 | -0.00096 | -0.007 | -0.0032 | -0.00074 | 0.0046 | -0.0014 | 0.011 | -0.0008 | 0.015 | -0.00041 | -0.00028 | -0.0025 | -0.0025 | -0.00073 | -0.02 | -0.0039 | -0.0024 | -0.0043 | -0.00037 | 0.023 | 0.011 | -0.0058 | -0.0048 | -0.0012 | -0.00062 | -0.0027 | -0.0075 | -0.0026 | -0.0054 | -0.0023 | -0.0098 | -0.0009 | -0.0084 | -0.00058 | -0.0017 | -0.0061 | -0.0012 | -0.0012 | -0.0022 | -0.0025 | -0.0013 | -0.0036 | -0.0066 | -0.00092 | -0.0032 | -0.007 | -0.0028 | -0.0018 | -0.0036 | -0.0018 | -0.0031 | -0.0025 | -0.0023 | -0.0022 | -0.0098 | -0.0018 | -0.0021 | -0.0029 | -0.0059 | -0.015 | -0.0092 | -0.0062 | -0.0097 | 1.0 | -0.0023 | -0.0014 | -0.0058 | -0.0062 | -0.0031 | -0.0067 |
| country_Tanzania | 0.1 | -0.0075 | -0.0029 | -0.02 | 0.0094 | 0.013 | 0.026 | 0.0016 | -0.001 | -0.0098 | 0.0019 | -0.024 | -0.008 | 0.0014 | 0.0072 | 0.0024 | 0.013 | -0.0065 | -0.0069 | -0.023 | -0.0093 | 0.001 | 0.018 | 0.0094 | 0.0059 | -0.003 | -0.0044 | -0.0039 | -0.0082 | -0.0039 | -0.00074 | -0.00081 | -0.014 | -0.0095 | 0.0038 | -0.0048 | -0.0046 | 0.046 | -0.002 | 0.016 | -0.0052 | 0.0077 | 0.0037 | -0.00086 | -0.00055 | 0.014 | 0.0014 | 0.021 | -0.0023 | -0.0014 | 0.0012 | -0.0026 | -0.0014 | -0.0016 | -0.0015 | -0.00079 | -0.00055 | 3.4e-05 | -0.0048 | -0.0014 | -0.025 | -0.0077 | 0.0007 | -0.0084 | -0.0041 | 0.022 | -0.00043 | 0.012 | -0.0094 | -0.0023 | -0.0012 | -0.0053 | -0.015 | -0.0051 | -0.011 | -0.0045 | -0.019 | -0.0017 | -0.016 | -0.0011 | -0.0033 | -0.012 | -0.0024 | -0.0023 | -0.0043 | -0.0049 | -0.0025 | -0.0071 | -0.013 | -0.0018 | -0.0061 | -0.014 | -0.0054 | -0.0034 | -0.0069 | -0.0036 | -0.0061 | -0.0049 | -0.0045 | -0.0042 | -0.019 | -0.0036 | -0.0042 | -0.0056 | -0.011 | -0.028 | -0.018 | -0.012 | -0.019 | -0.0023 | 1.0 | -0.0027 | -0.011 | -0.012 | -0.006 | -0.013 |
| country_Togo | -0.039 | -0.0042 | -0.002 | -0.015 | -0.015 | -0.0082 | 0.014 | 0.041 | -0.00061 | -0.0072 | 0.016 | -0.015 | -0.0096 | -0.0044 | 0.00015 | 0.016 | -0.017 | -0.0051 | -0.004 | -0.015 | -0.011 | -0.0038 | 0.019 | 0.037 | 0.00064 | -0.0012 | -0.0054 | -0.0023 | -0.0048 | -0.0023 | -0.00043 | -0.00047 | -0.0099 | -0.0062 | -0.004 | 0.00067 | -0.0027 | -0.0012 | -0.0012 | -0.012 | -0.0041 | -0.0014 | -0.0026 | -0.0005 | -0.00032 | -0.0072 | -0.0011 | 0.0023 | -0.0037 | 0.0064 | 0.0034 | -0.0016 | 0.028 | 0.019 | -0.00088 | -0.00046 | -0.00032 | -0.0029 | -0.0028 | -0.00083 | -0.02 | -0.0045 | -0.0027 | -0.0049 | -0.01 | 0.044 | -0.0068 | -0.011 | -0.0055 | -0.0013 | -0.00071 | -0.0031 | -0.0085 | -0.003 | -0.0062 | -0.0026 | -0.011 | -0.001 | -0.0096 | -0.00066 | -0.002 | -0.007 | -0.0014 | -0.0013 | -0.0025 | -0.0029 | -0.0015 | -0.0041 | -0.0075 | -0.0011 | -0.0036 | -0.008 | -0.0032 | -0.002 | -0.0041 | -0.0021 | -0.0036 | -0.0029 | -0.0027 | -0.0025 | -0.011 | -0.0021 | -0.0024 | -0.0033 | -0.0067 | -0.017 | -0.01 | -0.0071 | -0.011 | -0.0014 | -0.0027 | 1.0 | -0.0066 | -0.0071 | -0.0035 | -0.0076 |
| country_Tunisia | -0.25 | 0.1 | -0.0092 | -0.06 | -0.065 | -0.041 | 0.054 | 0.18 | 0.0022 | -0.033 | -0.0096 | -0.061 | -0.015 | -0.026 | 0.011 | 0.014 | -0.092 | -0.02 | -0.016 | -0.059 | -0.0077 | -0.013 | 0.035 | 0.0075 | -0.032 | -0.012 | -0.022 | -0.0096 | -0.019 | -0.0097 | -0.0018 | -0.002 | -0.041 | -0.026 | -0.011 | -0.016 | -0.01 | -1.3e-05 | 0.0015 | -0.055 | -0.016 | -0.006 | -0.022 | -0.0021 | -0.0014 | -0.031 | -0.0046 | 0.05 | 0.00076 | 0.0034 | 0.002 | -0.0056 | 0.18 | 0.012 | -0.002 | 0.0043 | -0.0014 | -0.011 | -0.011 | -0.0035 | -0.076 | -0.019 | -0.011 | -0.021 | -0.018 | 0.19 | -0.014 | -0.084 | -0.023 | -0.0056 | -0.003 | -0.013 | -0.036 | -0.013 | -0.026 | -0.011 | -0.047 | -0.0043 | -0.041 | -0.0028 | -0.0083 | -0.03 | -0.006 | -0.0057 | -0.011 | -0.012 | -0.0063 | -0.018 | -0.032 | -0.0045 | -0.015 | -0.034 | -0.013 | -0.0085 | -0.017 | -0.0089 | -0.015 | -0.012 | -0.011 | -0.011 | -0.047 | -0.0089 | -0.01 | -0.014 | -0.028 | -0.071 | -0.044 | -0.03 | -0.047 | -0.0058 | -0.011 | -0.0066 | 1.0 | -0.03 | -0.015 | -0.032 |
| country_Uganda | 0.0054 | -0.15 | -0.0034 | 0.12 | -0.067 | 0.026 | -0.004 | -0.046 | -0.0028 | -0.027 | 0.024 | 0.022 | -0.045 | 0.0052 | 0.016 | 0.0046 | 0.025 | -0.016 | -0.012 | 0.071 | -0.043 | 0.056 | 0.01 | 0.0016 | -0.009 | -0.0058 | 0.057 | -0.0097 | -0.02 | 0.0051 | 0.0043 | -0.0022 | 0.1 | -0.025 | -0.013 | -0.019 | -0.011 | -0.00073 | -0.0029 | -0.049 | -0.016 | -0.0045 | -0.011 | 0.0086 | -0.0015 | 0.035 | -0.0012 | -0.0092 | 0.0034 | -0.0022 | 0.0015 | -0.0071 | -0.047 | 0.0018 | -0.0024 | -0.0021 | -0.0015 | -0.0017 | -0.0095 | -0.0038 | 0.028 | -0.017 | 0.0096 | -0.023 | -0.037 | -0.035 | 0.017 | 0.031 | -0.025 | -0.006 | -0.0032 | -0.014 | -0.039 | -0.014 | -0.028 | -0.012 | -0.051 | -0.0047 | -0.044 | -0.003 | -0.0089 | -0.032 | -0.0065 | -0.0061 | -0.011 | -0.013 | -0.0067 | -0.019 | -0.034 | -0.0048 | -0.016 | -0.036 | -0.014 | -0.0092 | -0.019 | -0.0095 | -0.016 | -0.013 | -0.012 | -0.011 | -0.051 | -0.0096 | -0.011 | -0.015 | -0.031 | -0.076 | -0.048 | -0.032 | -0.05 | -0.0062 | -0.012 | -0.0071 | -0.03 | 1.0 | -0.016 | -0.035 |
| country_Zambia | 0.092 | -0.005 | -0.0049 | -0.033 | -0.012 | -0.016 | 0.07 | 0.036 | -0.0014 | -0.014 | -0.0043 | -0.033 | -0.017 | -0.017 | 0.021 | -0.0025 | -0.0074 | -0.0092 | -0.0077 | -0.034 | -0.023 | -0.0085 | 0.03 | 0.0036 | 0.0032 | -0.0061 | -0.012 | -0.0051 | -0.011 | -0.0051 | -0.00097 | -0.0011 | -0.021 | -0.013 | -0.0052 | 0.0027 | -0.0061 | -0.00035 | -0.00024 | -0.0012 | -0.0091 | -0.0032 | -0.014 | -0.0011 | -0.00072 | -0.005 | -0.0025 | 0.063 | 0.014 | 0.0046 | 0.025 | 0.0017 | 0.036 | -0.0021 | -0.002 | -0.001 | -0.00072 | 0.003 | -0.0064 | -0.0019 | -0.048 | -0.01 | -0.005 | -0.011 | -0.022 | 0.076 | -0.0044 | -0.0059 | -0.012 | -0.003 | -0.0016 | -0.007 | -0.019 | -0.0067 | -0.014 | -0.0059 | -0.025 | -0.0023 | -0.022 | -0.0015 | -0.0044 | -0.016 | -0.0032 | -0.003 | -0.0056 | -0.0065 | -0.0033 | -0.0093 | -0.017 | -0.0024 | -0.0081 | -0.018 | -0.0071 | -0.0045 | -0.0091 | -0.0047 | -0.008 | -0.0065 | -0.006 | -0.0056 | -0.025 | -0.0047 | -0.0055 | -0.0073 | -0.015 | -0.038 | -0.023 | -0.016 | -0.025 | -0.0031 | -0.006 | -0.0035 | -0.015 | -0.016 | 1.0 | -0.017 |
| country_Zimbabwe | -0.092 | -0.11 | -0.011 | -0.076 | 0.17 | -0.049 | -0.02 | -0.028 | -0.003 | -0.039 | -0.049 | -0.073 | -0.045 | -0.037 | 0.0039 | 0.001 | 0.17 | -0.024 | -0.017 | -0.074 | -0.057 | -0.018 | -0.016 | 0.012 | 0.11 | -0.015 | -0.026 | -0.011 | -0.024 | -0.011 | -0.0021 | -0.0023 | -0.049 | -0.031 | 0.042 | -0.0012 | -0.013 | -0.0025 | 0.0043 | 0.21 | -0.02 | -0.0069 | -0.032 | -0.0025 | -0.0016 | -0.032 | -0.0042 | -0.019 | 0.014 | -0.0041 | -0.0098 | -0.0068 | -0.035 | -0.0031 | -0.0014 | -0.0023 | -0.0016 | -0.013 | -0.014 | -0.0041 | -0.11 | -0.022 | 0.048 | -0.024 | -0.048 | -0.037 | -0.0048 | 0.19 | -0.027 | -0.0065 | -0.0035 | -0.015 | -0.042 | -0.015 | -0.03 | -0.013 | -0.055 | -0.005 | -0.047 | -0.0032 | -0.0096 | -0.034 | -0.007 | -0.0066 | -0.012 | -0.014 | -0.0073 | -0.02 | -0.037 | -0.0052 | -0.018 | -0.039 | -0.016 | -0.0099 | -0.02 | -0.01 | -0.018 | -0.014 | -0.013 | -0.012 | -0.055 | -0.01 | -0.012 | -0.016 | -0.033 | -0.082 | -0.051 | -0.035 | -0.054 | -0.0067 | -0.013 | -0.0076 | -0.032 | -0.035 | -0.017 | 1.0 |
median_fatal=np.median(features.fatalities)
median_fatal
0.0
mean_fatal=np.mean(features.fatalities)
mean_fatal
4.420257164913635
features_small['deadly']=[1 if i > median_fatal else 0 for i in features_small.fatalities]
features_small['deadly'].value_counts()
0 22639 1 10523 Name: deadly, dtype: int64
target=features_small.deadly
# Baseline using the smaller dataset
1-features_small['deadly'].mean()
0.6826789699053133
#Baseline calculated with the full dataset:
baseline=(56660/(56660+26244))
print('Baseline Accuracy: ', baseline)
Baseline Accuracy: 0.6834410884878896
This is the baseline calculated assuming the whole dataset. We get the exact same value so the random sample is representative of dataset.
baseline=(113321/(113321+52487)) print('Baseline Accuracy: ', baseline)
I'm not using the fatalities for obvious reasons so i will drop them at this stage.
features_small.drop(['fatalities', 'deadly'], axis=1, inplace=True)
features_small.shape
(33162, 115)
features_small.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 33162 entries, 148345 to 98715 Columns: 115 entries, neighbours to country_Zimbabwe dtypes: int64(2), uint8(113) memory usage: 4.3 MB
from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
categorical_ss= scaler.fit_transform(features_small)
from sklearn.model_selection import train_test_split
f_train, f_test, t_train, t_test = train_test_split(features_small, target, random_state=1)
At this stage, running the models are taking an inordinate amount of time (time i no longer have to spend) so in order to carry out the ML part of the project im going to randomly resamople the data.
import sys
from yellowbrick.features import Rank1D
Method 1:
from yellowbrick.features import Rank1D
from sklearn.ensemble import GradientBoostingClassifier
from yellowbrick.features.importances import FeatureImportances
# Create a new matplotlib figure
fig = plt.figure(figsize=(18,16))
ax = fig.add_subplot()
viz = FeatureImportances(GradientBoostingClassifier(), ax=ax)
viz.fit(f_train, t_train)
viz.poof()
Okay, a little side-note. I tried different techniques to identify the features to drop and they generally agreed. the one that intuitevely made the most sense was this first method because it identifies the weakest features as small countries with few events and the interactions which are a poor feature so I'm happy to drop them. The section below is the removal of the weakest features.
feat_2 = pd.DataFrame({'feature':viz.features_,'importance':viz.feature_importances_})
feat_2.set_index('feature',inplace=True)
feat_2.sort_values('importance', ascending=False)
| importance | |
|---|---|
| feature | |
| year | 100.000000 |
| event_type_Riots/Protests | 91.031089 |
| event_type_Strategic development | 51.740244 |
| neighbours | 43.340678 |
| event_type_Battle-No change of territory | 38.523412 |
| country_Sierra Leone | 38.038967 |
| country_Zimbabwe | 35.745965 |
| country_South Sudan | 31.185549 |
| country_Liberia | 28.916007 |
| event_type_Non-violent transfer of territory | 27.885365 |
| interaction_12 | 27.363399 |
| interaction_30 | 25.744746 |
| inter2_7 | 24.502753 |
| inter1_4 | 24.303197 |
| country_Nigeria | 21.300365 |
| event_type_Violence against civilians | 20.709891 |
| country_Ethiopia | 19.658244 |
| inter1_6 | 19.197178 |
| interaction_57 | 18.257646 |
| country_Angola | 17.605785 |
| event_type_Remote violence | 16.730562 |
| inter1_2 | 16.029318 |
| interaction_27 | 15.811172 |
| country_Egypt | 15.756518 |
| interaction_60 | 13.948171 |
| country_Sudan | 13.305024 |
| country_Somalia | 10.236073 |
| interaction_15 | 8.319370 |
| interaction_78 | 8.191345 |
| interaction_37 | 6.382326 |
| ... | ... |
| country_Mali | 0.000000 |
| interaction_66 | 0.000000 |
| interaction_56 | 0.000000 |
| interaction_46 | 0.000000 |
| interaction_45 | 0.000000 |
| interaction_40 | 0.000000 |
| country_Mauritania | 0.000000 |
| country_Ghana | 0.000000 |
| interaction_35 | 0.000000 |
| country_Madagascar | 0.000000 |
| interaction_14 | 0.000000 |
| inter1_7 | 0.000000 |
| interaction_22 | 0.000000 |
| inter2_2 | 0.000000 |
| inter1_5 | 0.000000 |
| interaction_25 | 0.000000 |
| interaction_26 | 0.000000 |
| interaction_18 | 0.000000 |
| inter2_6 | 0.000000 |
| inter2_8 | 0.000000 |
| interaction_16 | 0.000000 |
| interaction_68 | 0.000000 |
| interaction_33 | 0.000000 |
| country_Libya | 0.000000 |
| country_Equatorial Guinea | 0.000000 |
| country_Gabon | 0.000000 |
| country_Guinea | 0.000000 |
| country_Guinea-Bissau | 0.000000 |
| country_Lesotho | 0.000000 |
| interaction_80 | 0.000000 |
115 rows × 1 columns
to_exclude_1 = feat_2.loc[feat_2['importance']<1]
to_exclude_1.shape
(64, 1)
drop_list=list(to_exclude_1.T)
drop_list
['interaction_80', 'interaction_36', 'interaction_40', 'interaction_45', 'interaction_46', 'interaction_56', 'interaction_66', 'interaction_70', 'interaction_77', 'event_type_Battle-Non-state actor overtakes territory', 'country_Togo', 'country_Tanzania', 'country_Benin', 'country_Botswana', 'country_Burkina Faso', 'country_Burundi', 'country_Chad', 'country_Djibouti', 'country_Swaziland', 'country_Senegal', 'country_Namibia', 'country_Mozambique', 'country_Mauritania', 'country_Mali', 'interaction_35', 'country_Madagascar', 'country_Lesotho', 'country_Guinea-Bissau', 'country_Guinea', 'country_Ghana', 'country_Gabon', 'country_Equatorial Guinea', 'country_Libya', 'interaction_33', 'interaction_68', 'interaction_16', 'inter2_8', 'inter2_6', 'interaction_18', 'interaction_26', 'interaction_25', 'inter1_5', 'inter2_2', 'interaction_22', 'inter1_7', 'interaction_14', 'interaction_55', 'interaction_24', 'interaction_44', 'country_Morocco', 'interaction_11', 'interaction_23', 'interaction_28', 'country_Uganda', 'country_Eritrea', 'country_Gambia', 'interaction_88', 'country_Malawi', 'country_Cameroon', 'interaction_50', 'country_Kenya', 'interaction_48', 'country_Tunisia', 'interaction_38']
Method 2:
forest = ExtraTreesClassifier(n_estimators=250,
random_state=0)
forest.fit(f_train, t_train)
importances = forest.feature_importances_
std = np.std([tree.feature_importances_ for tree in forest.estimators_],
axis=0)
indices = np.argsort(importances)[::-1]
print("Feature ranking:")
for f in range(f_train.shape[1]):
print("%d. feature %d (%f)" % (f + 1, indices[f], importances[indices[f]]))
# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(f_train.shape[1]), importances[indices],
color="r", yerr=std[indices], align="center")
plt.xticks(range(f_train.shape[1]), indices)
plt.xlim([-1, f_train.shape[1]])
plt.show()
Feature ranking: 1. feature 1 (0.266079) 2. feature 64 (0.064878) 3. feature 59 (0.052832) 4. feature 65 (0.047424) 5. feature 6 (0.043355) 6. feature 51 (0.041104) 7. feature 66 (0.037879) 8. feature 114 (0.029572) 9. feature 0 (0.025797) 10. feature 15 (0.024428) 11. feature 103 (0.022329) 12. feature 4 (0.017551) 13. feature 63 (0.013121) 14. feature 5 (0.012233) 15. feature 104 (0.012144) 16. feature 99 (0.012056) 17. feature 107 (0.011405) 18. feature 18 (0.011328) 19. feature 44 (0.011006) 20. feature 106 (0.010639) 21. feature 80 (0.010620) 22. feature 75 (0.009383) 23. feature 62 (0.008011) 24. feature 33 (0.007822) 25. feature 2 (0.007670) 26. feature 77 (0.006761) 27. feature 89 (0.006761) 28. feature 46 (0.006666) 29. feature 3 (0.006320) 30. feature 10 (0.005874) 31. feature 105 (0.005819) 32. feature 19 (0.005641) 33. feature 12 (0.005640) 34. feature 31 (0.005559) 35. feature 71 (0.005387) 36. feature 73 (0.005376) 37. feature 38 (0.005312) 38. feature 9 (0.004960) 39. feature 67 (0.004895) 40. feature 90 (0.004881) 41. feature 25 (0.004817) 42. feature 11 (0.004812) 43. feature 86 (0.004393) 44. feature 93 (0.004261) 45. feature 60 (0.004093) 46. feature 112 (0.003936) 47. feature 87 (0.003798) 48. feature 23 (0.003232) 49. feature 101 (0.003090) 50. feature 8 (0.003049) 51. feature 111 (0.002828) 52. feature 41 (0.002764) 53. feature 21 (0.002441) 54. feature 72 (0.002434) 55. feature 84 (0.002345) 56. feature 113 (0.002261) 57. feature 22 (0.002206) 58. feature 98 (0.002184) 59. feature 100 (0.002149) 60. feature 96 (0.002046) 61. feature 102 (0.002003) 62. feature 32 (0.001820) 63. feature 74 (0.001788) 64. feature 16 (0.001676) 65. feature 92 (0.001658) 66. feature 27 (0.001497) 67. feature 39 (0.001349) 68. feature 109 (0.001266) 69. feature 20 (0.001253) 70. feature 49 (0.001174) 71. feature 70 (0.001169) 72. feature 56 (0.001163) 73. feature 17 (0.001162) 74. feature 83 (0.001136) 75. feature 13 (0.001112) 76. feature 35 (0.001110) 77. feature 34 (0.001103) 78. feature 91 (0.001103) 79. feature 97 (0.001101) 80. feature 24 (0.001020) 81. feature 61 (0.001020) 82. feature 95 (0.000939) 83. feature 57 (0.000925) 84. feature 28 (0.000868) 85. feature 14 (0.000859) 86. feature 82 (0.000804) 87. feature 79 (0.000797) 88. feature 45 (0.000746) 89. feature 76 (0.000667) 90. feature 68 (0.000647) 91. feature 85 (0.000604) 92. feature 40 (0.000565) 93. feature 47 (0.000531) 94. feature 110 (0.000509) 95. feature 26 (0.000499) 96. feature 94 (0.000431) 97. feature 108 (0.000344) 98. feature 81 (0.000272) 99. feature 88 (0.000270) 100. feature 50 (0.000219) 101. feature 36 (0.000214) 102. feature 78 (0.000197) 103. feature 58 (0.000158) 104. feature 37 (0.000139) 105. feature 69 (0.000077) 106. feature 29 (0.000070) 107. feature 30 (0.000055) 108. feature 53 (0.000053) 109. feature 42 (0.000052) 110. feature 43 (0.000050) 111. feature 48 (0.000046) 112. feature 7 (0.000028) 113. feature 52 (0.000011) 114. feature 55 (0.000007) 115. feature 54 (0.000004)
features_ET = pd.DataFrame({'variable':features_small.columns,
'feature_importance':importances})
result= features_ET.sort_values('feature_importance', ascending=False)
result
| feature_importance | variable | |
|---|---|---|
| 1 | 0.266079 | year |
| 64 | 0.064878 | event_type_Riots/Protests |
| 59 | 0.052832 | event_type_Battle-No change of territory |
| 65 | 0.047424 | event_type_Strategic development |
| 6 | 0.043355 | inter1_6 |
| 51 | 0.041104 | interaction_60 |
| 66 | 0.037879 | event_type_Violence against civilians |
| 114 | 0.029572 | country_Zimbabwe |
| 0 | 0.025797 | neighbours |
| 15 | 0.024428 | inter2_7 |
| 103 | 0.022329 | country_Sierra Leone |
| 4 | 0.017551 | inter1_4 |
| 63 | 0.013121 | event_type_Remote violence |
| 5 | 0.012233 | inter1_5 |
| 104 | 0.012144 | country_Somalia |
| 99 | 0.012056 | country_Nigeria |
| 107 | 0.011405 | country_Sudan |
| 18 | 0.011328 | interaction_12 |
| 44 | 0.011006 | interaction_47 |
| 106 | 0.010639 | country_South Sudan |
| 80 | 0.010620 | country_Ethiopia |
| 75 | 0.009383 | country_Democratic Republic of Congo |
| 62 | 0.008011 | event_type_Non-violent transfer of territory |
| 33 | 0.007822 | interaction_30 |
| 2 | 0.007670 | inter1_2 |
| 77 | 0.006761 | country_Egypt |
| 89 | 0.006761 | country_Liberia |
| 46 | 0.006666 | interaction_50 |
| 3 | 0.006320 | inter1_3 |
| 10 | 0.005874 | inter2_2 |
| ... | ... | ... |
| 82 | 0.000804 | country_Gambia |
| 79 | 0.000797 | country_Eritrea |
| 45 | 0.000746 | interaction_48 |
| 76 | 0.000667 | country_Djibouti |
| 68 | 0.000647 | country_Benin |
| 85 | 0.000604 | country_Guinea-Bissau |
| 40 | 0.000565 | interaction_40 |
| 47 | 0.000531 | interaction_55 |
| 110 | 0.000509 | country_Togo |
| 26 | 0.000499 | interaction_22 |
| 94 | 0.000431 | country_Mauritania |
| 108 | 0.000344 | country_Swaziland |
| 81 | 0.000272 | country_Gabon |
| 88 | 0.000270 | country_Lesotho |
| 50 | 0.000219 | interaction_58 |
| 36 | 0.000214 | interaction_35 |
| 78 | 0.000197 | country_Equatorial Guinea |
| 58 | 0.000158 | interaction_88 |
| 37 | 0.000139 | interaction_36 |
| 69 | 0.000077 | country_Botswana |
| 29 | 0.000070 | interaction_25 |
| 30 | 0.000055 | interaction_26 |
| 53 | 0.000053 | interaction_68 |
| 42 | 0.000052 | interaction_45 |
| 43 | 0.000050 | interaction_46 |
| 48 | 0.000046 | interaction_56 |
| 7 | 0.000028 | inter1_7 |
| 52 | 0.000011 | interaction_66 |
| 55 | 0.000007 | interaction_77 |
| 54 | 0.000004 | interaction_70 |
115 rows × 2 columns
Method 3:
I tried RFE but its taking an inordinate amount of time to run so i'm including the code (which should work) but i have commented it out to avoid running it.
# from sklearn.svm import LinearSVC
# from sklearn.feature_selection import RFE
# svm = LinearSVC()
# rfe = RFE(svm, 10)
# rfe = rfe.fit(f_train, t_train)
# print(rfe.support_)
# print(rfe.ranking_)
# names=features_small.columns
# print('Features sorted by their rank:') #"Features sorted by their rank:"
# print(sorted(zip(map(lambda x: round(x,4), rfe.ranking_), names)))
Okay so now i drop the columns i have selected using drop_list
data=features_small.drop(drop_list, axis=1)
data.shape
(33162, 51)
target.shape
(33162,)
data.to_csv('Conflict_data.csv')